Implement compare/between for bitpacked arrays - improve performance by up to 2X

[AdamGS]

After some iterations, this seems to improve performance in any case we actually measure. It does require merging and releasing spiraldb/fastlanes#125.

[codspeed-hq]

Merging this PR will improve performance by ×2.5

⚡ 30 improved benchmarks
✅ 1092 untouched benchmarks
⏩ 1530 skipped benchmarks¹

Performance Changes

	Mode	Benchmark	BASE	HEAD	Efficiency
⚡	Simulation	new_bp_prim_test_between[i64, 32768]	179.7 µs	103.1 µs	+74.29%
⚡	Simulation	old_bp_prim_test_between[i64, 16384]	215.4 µs	91.5 µs	×2.4
⚡	Simulation	new_bp_prim_test_between[i16, 16384]	85.6 µs	59.4 µs	+44.11%
⚡	Simulation	old_bp_prim_test_between[i16, 2048]	111.8 µs	55.3 µs	×2
⚡	Simulation	old_bp_prim_test_between[i16, 16384]	161 µs	99.8 µs	+61.38%
⚡	Simulation	old_bp_prim_test_between[i32, 2048]	115.2 µs	55.3 µs	×2.1
⚡	Simulation	new_bp_prim_test_between[i16, 32768]	123.6 µs	81.4 µs	+51.78%
⚡	Simulation	old_alp_prim_test_between[f64, 32768]	351.9 µs	153 µs	×2.3
⚡	Simulation	old_alp_prim_test_between[f64, 2048]	135.8 µs	68.9 µs	+97.09%
⚡	Simulation	new_bp_prim_test_between[i32, 2048]	56.7 µs	42.9 µs	+32.11%
⚡	Simulation	old_bp_prim_test_between[i32, 32768]	251.7 µs	140.6 µs	+79.06%
⚡	Simulation	old_bp_prim_test_between[i32, 16384]	173.9 µs	95.7 µs	+81.78%
⚡	Simulation	new_bp_prim_test_between[i16, 2048]	53.4 µs	40.3 µs	+32.52%
⚡	Simulation	new_alp_prim_test_between[f64, 16384]	159.1 µs	78.5 µs	×2
⚡	Simulation	old_bp_prim_test_between[i16, 32768]	215.4 µs	150 µs	+43.59%
⚡	Simulation	new_bp_prim_test_between[i32, 16384]	104.6 µs	63.9 µs	+63.56%
⚡	Simulation	new_bp_prim_test_between[i64, 2048]	64.8 µs	46.3 µs	+40.01%
⚡	Simulation	old_alp_prim_test_between[f64, 16384]	239.7 µs	100.9 µs	×2.4
⚡	Simulation	new_alp_prim_test_between[f32, 16384]	122.2 µs	74 µs	+65.16%
⚡	Simulation	old_alp_prim_test_between[f32, 32768]	272.9 µs	162.4 µs	+68.08%
...	...	...	...	...	...

ℹ️ Only the first 20 benchmarks are displayed. Go to the app to view all benchmarks.

---

_{Comparing adamg/bitpack-compare (dbe5a37) with develop (16bbd12)}

Footnotes

1. 1530 benchmarks were skipped, so the baseline results were used instead. If they were deleted from the codebase, click here and archive them to remove them from the performance reports. ↩

[github-actions]

Polar Signals Profiling Results

Latest Run

Status	Commit	Job	Attempt	Link
🟡 In Progress	dbe5a37		1	Explore Profiling Data

Previous Runs (4)

Status	Commit	Job	Attempt	Link
🟢 Done	db42e44		2	Explore Profiling Data
🟢 Done	db42e44		1	Explore Profiling Data
🟢 Done	00d6bc4		1	Explore Profiling Data
🟢 Done	abd15b8		1	Explore Profiling Data

---

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[github-actions]

Benchmarks: PolarSignals Profiling

Vortex (geomean): 0.992x ➖

---

datafusion / vortex-file-compressed (0.992x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
polarsignals_q00/datafusion:vortex-file-compressed	125614776	131949109	0.95
polarsignals_q01/datafusion:vortex-file-compressed	374223824	381953304	0.98
polarsignals_q02/datafusion:vortex-file-compressed	23093202	22837261	1.01
polarsignals_q03/datafusion:vortex-file-compressed	379979637	380282377	1.00
polarsignals_q04/datafusion:vortex-file-compressed	10863991	10580091	1.03
polarsignals_q05/datafusion:vortex-file-compressed	15327803	15209574	1.01
polarsignals_q06/datafusion:vortex-file-compressed	18559851	18612481	1.00
polarsignals_q07/datafusion:vortex-file-compressed	13225621	13415788	0.99
polarsignals_q08/datafusion:vortex-file-compressed	462744030	465256083	0.99
polarsignals_q09/datafusion:vortex-file-compressed	10178817	10497088	0.97

[github-actions]

Benchmarks: TPC-H SF=1 on NVME

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: +1.3%
Vortex (geomean): 1.025x ➖
Parquet (geomean): 1.008x ➖
Shifts: Parquet (control) +0.8% · Median polish +2.2%

---

datafusion / vortex-file-compressed (1.025x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	48669588	49293091	0.99
tpch_q02/datafusion:vortex-file-compressed	33117168	33168092	1.00
tpch_q03/datafusion:vortex-file-compressed	27591162	27721167	1.00
tpch_q04/datafusion:vortex-file-compressed	18842253	18437671	1.02
tpch_q05/datafusion:vortex-file-compressed	53993148	52803242	1.02
tpch_q06/datafusion:vortex-file-compressed	10188214	10853477	0.94
tpch_q07/datafusion:vortex-file-compressed	63551989	64142223	0.99
tpch_q08/datafusion:vortex-file-compressed	46553223	45272966	1.03
tpch_q09/datafusion:vortex-file-compressed	57572406	54679895	1.05
tpch_q10/datafusion:vortex-file-compressed	45904897	44068914	1.04
tpch_q11/datafusion:vortex-file-compressed	18604639	17506256	1.06
tpch_q12/datafusion:vortex-file-compressed	23272072	21881629	1.06
tpch_q13/datafusion:vortex-file-compressed	28614715	26983569	1.06
tpch_q14/datafusion:vortex-file-compressed	16238739	15406359	1.05
tpch_q15/datafusion:vortex-file-compressed	24889427	23279393	1.07
tpch_q16/datafusion:vortex-file-compressed	25074053	24655656	1.02
tpch_q17/datafusion:vortex-file-compressed	64007090	62935451	1.02
tpch_q18/datafusion:vortex-file-compressed	80536339	76670031	1.05
tpch_q19/datafusion:vortex-file-compressed	22907017	22209585	1.03
tpch_q20/datafusion:vortex-file-compressed	33944948	34154945	0.99
tpch_q21/datafusion:vortex-file-compressed	75176936	74133972	1.01
tpch_q22/datafusion:vortex-file-compressed	17007748	16072635	1.06

datafusion / vortex-compact (1.022x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	57223932	56759660	1.01
tpch_q02/datafusion:vortex-compact	36323760	37091893	0.98
tpch_q03/datafusion:vortex-compact	31987003	30214629	1.06
tpch_q04/datafusion:vortex-compact	23559159	23405057	1.01
tpch_q05/datafusion:vortex-compact	56334275	55392861	1.02
tpch_q06/datafusion:vortex-compact	13054471	13136234	0.99
tpch_q07/datafusion:vortex-compact	71781893	68232484	1.05
tpch_q08/datafusion:vortex-compact	51351727	50240039	1.02
tpch_q09/datafusion:vortex-compact	62692019	60883871	1.03
tpch_q10/datafusion:vortex-compact	54871567	54251805	1.01
tpch_q11/datafusion:vortex-compact	20899171	19381804	1.08
tpch_q12/datafusion:vortex-compact	34659860	32607982	1.06
tpch_q13/datafusion:vortex-compact	36862943	35705588	1.03
tpch_q14/datafusion:vortex-compact	20517187	20920011	0.98
tpch_q15/datafusion:vortex-compact	34867868	34246176	1.02
tpch_q16/datafusion:vortex-compact	29874424	29670651	1.01
tpch_q17/datafusion:vortex-compact	70238032	69376116	1.01
tpch_q18/datafusion:vortex-compact	85735429	83774333	1.02
tpch_q19/datafusion:vortex-compact	33888741	32924330	1.03
tpch_q20/datafusion:vortex-compact	37956018	37361263	1.02
tpch_q21/datafusion:vortex-compact	88852556	86199400	1.03
tpch_q22/datafusion:vortex-compact	17320076	17069123	1.01

datafusion / parquet (1.024x ➖, 2↑ 2↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet 🚨	131881085	93361286	1.41
tpch_q02/datafusion:parquet	70335525	69380514	1.01
tpch_q03/datafusion:parquet	78431788	79666807	0.98
tpch_q04/datafusion:parquet	48869955	47282609	1.03
tpch_q05/datafusion:parquet	102167600	102894881	0.99
tpch_q06/datafusion:parquet	34901058	33627262	1.04
tpch_q07/datafusion:parquet	115707714	112306852	1.03
tpch_q08/datafusion:parquet 🚀	94340691	107382241	0.88
tpch_q09/datafusion:parquet	136198495	136318168	1.00
tpch_q10/datafusion:parquet	122760679	121520993	1.01
tpch_q11/datafusion:parquet	48300857	47719851	1.01
tpch_q12/datafusion:parquet 🚨	94399019	79413897	1.19
tpch_q13/datafusion:parquet	211588960	223773724	0.95
tpch_q14/datafusion:parquet	53307353	50640041	1.05
tpch_q15/datafusion:parquet	66984864	63428696	1.06
tpch_q16/datafusion:parquet	51708103	50795886	1.02
tpch_q17/datafusion:parquet	141485953	133198471	1.06
tpch_q18/datafusion:parquet	175268867	168018398	1.04
tpch_q19/datafusion:parquet 🚀	71702175	85463134	0.84
tpch_q20/datafusion:parquet	78536850	72089652	1.09
tpch_q21/datafusion:parquet	146817710	150711683	0.97
tpch_q22/datafusion:parquet	34273873	35621198	0.96

datafusion / arrow (1.014x ➖, 0↑ 2↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/datafusion:arrow	55587720	56036056	0.99
tpch_q02/datafusion:arrow	22245459	22277342	1.00
tpch_q03/datafusion:arrow	33404157	34943518	0.96
tpch_q04/datafusion:arrow	28019959	27703459	1.01
tpch_q05/datafusion:arrow	77840276	81948321	0.95
tpch_q06/datafusion:arrow	20572083	21636052	0.95
tpch_q07/datafusion:arrow	114928216	112914909	1.02
tpch_q08/datafusion:arrow	48680932	45904720	1.06
tpch_q09/datafusion:arrow 🚨	77163329	69542951	1.11
tpch_q10/datafusion:arrow 🚨	56487880	51132192	1.10
tpch_q11/datafusion:arrow	12334478	11230253	1.10
tpch_q12/datafusion:arrow	54878344	54013521	1.02
tpch_q13/datafusion:arrow	50657492	50341082	1.01
tpch_q14/datafusion:arrow	23464670	22716796	1.03
tpch_q15/datafusion:arrow	46148134	43806927	1.05
tpch_q16/datafusion:arrow	21885221	20215987	1.08
tpch_q17/datafusion:arrow	71330315	69379465	1.03
tpch_q18/datafusion:arrow	141635156	141591449	1.00
tpch_q19/datafusion:arrow	40322435	44668984	0.90
tpch_q20/datafusion:arrow	38164492	41739994	0.91
tpch_q21/datafusion:arrow	160498208	151610037	1.06
tpch_q22/datafusion:arrow	19862306	19691042	1.01

duckdb / vortex-file-compressed (1.028x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	33724731	33610457	1.00
tpch_q02/duckdb:vortex-file-compressed	27088545	28374559	0.95
tpch_q03/duckdb:vortex-file-compressed	30027498	29078041	1.03
tpch_q04/duckdb:vortex-file-compressed	29479007	28636684	1.03
tpch_q05/duckdb:vortex-file-compressed	32977319	33286921	0.99
tpch_q06/duckdb:vortex-file-compressed	10920218	10113196	1.08
tpch_q07/duckdb:vortex-file-compressed	36984253	34955308	1.06
tpch_q08/duckdb:vortex-file-compressed	39681174	39132400	1.01
tpch_q09/duckdb:vortex-file-compressed	77840189	78763878	0.99
tpch_q10/duckdb:vortex-file-compressed	35839573	36929535	0.97
tpch_q11/duckdb:vortex-file-compressed	16917198	16022535	1.06
tpch_q12/duckdb:vortex-file-compressed	23132230	22496588	1.03
tpch_q13/duckdb:vortex-file-compressed	37975518	36942778	1.03
tpch_q14/duckdb:vortex-file-compressed	22273433	21835642	1.02
tpch_q15/duckdb:vortex-file-compressed	16439852	15969858	1.03
tpch_q16/duckdb:vortex-file-compressed	31321558	29242193	1.07
tpch_q17/duckdb:vortex-file-compressed	27170692	25065527	1.08
tpch_q18/duckdb:vortex-file-compressed	48044146	46025387	1.04
tpch_q19/duckdb:vortex-file-compressed	33453663	30954489	1.08
tpch_q20/duckdb:vortex-file-compressed	35317172	34702776	1.02
tpch_q21/duckdb:vortex-file-compressed	104267969	100788123	1.03
tpch_q22/duckdb:vortex-file-compressed	18376920	18142356	1.01

duckdb / vortex-compact (1.027x ➖, 0↑ 1↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	40401204	39498726	1.02
tpch_q02/duckdb:vortex-compact 🚨	40087953	35835777	1.12
tpch_q03/duckdb:vortex-compact	33707279	32950594	1.02
tpch_q04/duckdb:vortex-compact	33809427	34847228	0.97
tpch_q05/duckdb:vortex-compact	38854554	37999346	1.02
tpch_q06/duckdb:vortex-compact	15532503	14436788	1.08
tpch_q07/duckdb:vortex-compact	42933720	41428132	1.04
tpch_q08/duckdb:vortex-compact	46111989	44635618	1.03
tpch_q09/duckdb:vortex-compact	93148253	89793111	1.04
tpch_q10/duckdb:vortex-compact	42250658	40555684	1.04
tpch_q11/duckdb:vortex-compact	20376383	21137040	0.96
tpch_q12/duckdb:vortex-compact	37342686	36819545	1.01
tpch_q13/duckdb:vortex-compact	46803948	44971116	1.04
tpch_q14/duckdb:vortex-compact	31415972	29670496	1.06
tpch_q15/duckdb:vortex-compact	19327314	19166196	1.01
tpch_q16/duckdb:vortex-compact	35482493	35190004	1.01
tpch_q17/duckdb:vortex-compact	31820888	31207053	1.02
tpch_q18/duckdb:vortex-compact	52655654	50907171	1.03
tpch_q19/duckdb:vortex-compact	36431130	36023063	1.01
tpch_q20/duckdb:vortex-compact	44147622	44177484	1.00
tpch_q21/duckdb:vortex-compact	112814712	108839829	1.04
tpch_q22/duckdb:vortex-compact	20982996	20590024	1.02

duckdb / parquet (0.993x ➖, 3↑ 1↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	75539039	76054843	0.99
tpch_q02/duckdb:parquet	39789367	39648775	1.00
tpch_q03/duckdb:parquet 🚀	69526623	80638437	0.86
tpch_q04/duckdb:parquet 🚀	47715157	56367561	0.85
tpch_q05/duckdb:parquet	67572670	65733936	1.03
tpch_q06/duckdb:parquet	20440187	20312625	1.01
tpch_q07/duckdb:parquet	68254255	67284016	1.01
tpch_q08/duckdb:parquet	80188201	80422281	1.00
tpch_q09/duckdb:parquet	159498229	157523664	1.01
tpch_q10/duckdb:parquet	127161925	137771481	0.92
tpch_q11/duckdb:parquet	22505418	22256756	1.01
tpch_q12/duckdb:parquet	45263856	44598012	1.01
tpch_q13/duckdb:parquet	268054778	262022268	1.02
tpch_q14/duckdb:parquet	48806268	50039284	0.98
tpch_q15/duckdb:parquet	29088762	29570041	0.98
tpch_q16/duckdb:parquet	56862214	52988236	1.07
tpch_q17/duckdb:parquet 🚨	61513308	49098477	1.25
tpch_q18/duckdb:parquet	120609849	122209901	0.99
tpch_q19/duckdb:parquet	69162066	69154124	1.00
tpch_q20/duckdb:parquet 🚀	63458551	73773904	0.86
tpch_q21/duckdb:parquet	177595482	174040275	1.02
tpch_q22/duckdb:parquet	52727859	51589173	1.02

duckdb / duckdb (1.013x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/duckdb:duckdb	15905809	16192478	0.98
tpch_q02/duckdb:duckdb	12586559	12032900	1.05
tpch_q03/duckdb:duckdb	19823441	19766942	1.00
tpch_q04/duckdb:duckdb	19066590	18985611	1.00
tpch_q05/duckdb:duckdb	19955774	18840913	1.06
tpch_q06/duckdb:duckdb	5353911	5287065	1.01
tpch_q07/duckdb:duckdb	23337267	23013596	1.01
tpch_q08/duckdb:duckdb	20639312	20556654	1.00
tpch_q09/duckdb:duckdb	52118354	52753473	0.99
tpch_q10/duckdb:duckdb	40690471	41604715	0.98
tpch_q11/duckdb:duckdb	5787472	5472456	1.06
tpch_q12/duckdb:duckdb	13773507	14142891	0.97
tpch_q13/duckdb:duckdb	36158029	38239745	0.95
tpch_q14/duckdb:duckdb	16585823	15692224	1.06
tpch_q15/duckdb:duckdb	11707512	11916975	0.98
tpch_q16/duckdb:duckdb	22307075	22160113	1.01
tpch_q17/duckdb:duckdb	13810721	13333247	1.04
tpch_q18/duckdb:duckdb	39075477	36673357	1.07
tpch_q19/duckdb:duckdb	26968701	25085996	1.08
tpch_q20/duckdb:duckdb	22148434	22290803	0.99
tpch_q21/duckdb:duckdb	57478535	57275150	1.00
tpch_q22/duckdb:duckdb	24715092	24291227	1.02

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:arrow	-0.8%	+18.4%	-16.3%	+33.9%	➖ noise
1	datafusion:vortex-compact	+0.8%	+18.4%	-14.9%	+29.3%	➖ noise
1	datafusion:vortex-file-compressed	-1.3%	+18.4%	-16.6%	+31.1%	➖ noise
1	duckdb:duckdb	-1.8%	+18.4%	-17.1%	+29.3%	➖ noise
1	duckdb:vortex-compact	+2.3%	+18.4%	-13.6%	+29.5%	➖ noise
1	duckdb:vortex-file-compressed	+0.3%	+18.4%	-15.3%	+28.7%	➖ noise
2	datafusion:arrow	-0.1%	+0.9%	-1.0%	+18.0%	➖ noise
2	datafusion:vortex-compact	-2.1%	+0.9%	-2.9%	+18.0%	➖ noise
2	datafusion:vortex-file-compressed	-0.2%	+0.9%	-1.0%	+18.0%	➖ noise
2	duckdb:duckdb	+4.6%	+0.9%	+3.7%	+18.0%	➖ noise
2	duckdb:vortex-compact	+11.9%	+0.9%	+10.9%	+18.0%	➖ noise
2	duckdb:vortex-file-compressed	-4.5%	+0.9%	-5.4%	+18.0%	➖ noise
3	datafusion:arrow	-4.4%	-7.9%	+3.8%	+18.0%	➖ noise
3	datafusion:vortex-compact	+5.9%	-7.9%	+14.9%	+18.0%	➖ noise
3	datafusion:vortex-file-compressed	-0.5%	-7.9%	+8.0%	+18.0%	➖ noise
3	duckdb:duckdb	+0.3%	-7.9%	+8.8%	+18.0%	➖ noise
3	duckdb:vortex-compact	+2.3%	-7.9%	+11.0%	+18.0%	➖ noise
3	duckdb:vortex-file-compressed	+3.3%	-7.9%	+12.1%	+18.0%	➖ noise
4	datafusion:arrow	+1.1%	-6.5%	+8.1%	+18.0%	➖ noise
4	datafusion:vortex-compact	+0.7%	-6.5%	+7.6%	+18.0%	➖ noise
4	datafusion:vortex-file-compressed	+2.2%	-6.5%	+9.3%	+18.0%	➖ noise
4	duckdb:duckdb	+0.4%	-6.5%	+7.4%	+18.0%	➖ noise
4	duckdb:vortex-compact	-3.0%	-6.5%	+3.7%	+18.0%	➖ noise
4	duckdb:vortex-file-compressed	+2.9%	-6.5%	+10.1%	+18.0%	➖ noise
5	datafusion:arrow	-5.0%	+1.0%	-6.0%	+18.0%	➖ noise
5	datafusion:vortex-compact	+1.7%	+1.0%	+0.7%	+18.0%	➖ noise
5	datafusion:vortex-file-compressed	+2.3%	+1.0%	+1.2%	+18.0%	➖ noise
5	duckdb:duckdb	+5.9%	+1.0%	+4.8%	+18.6%	➖ noise
5	duckdb:vortex-compact	+2.3%	+1.0%	+1.2%	+18.0%	➖ noise
5	duckdb:vortex-file-compressed	-0.9%	+1.0%	-1.9%	+18.0%	➖ noise
6	datafusion:arrow	-4.9%	+2.2%	-7.0%	+26.8%	➖ noise
6	datafusion:vortex-compact	-0.6%	+2.2%	-2.8%	+27.0%	➖ noise
6	datafusion:vortex-file-compressed	-6.1%	+2.2%	-8.1%	+28.8%	➖ noise
6	duckdb:duckdb	+1.3%	+2.2%	-0.9%	+28.7%	➖ noise
6	duckdb:vortex-compact	+7.6%	+2.2%	+5.3%	+27.8%	➖ noise
6	duckdb:vortex-file-compressed	+8.0%	+2.2%	+5.7%	+29.1%	➖ noise
7	datafusion:arrow	+1.8%	+2.2%	-0.4%	+18.0%	➖ noise
7	datafusion:vortex-compact	+5.2%	+2.2%	+2.9%	+18.0%	➖ noise
7	datafusion:vortex-file-compressed	-0.9%	+2.2%	-3.1%	+18.0%	➖ noise
7	duckdb:duckdb	+1.4%	+2.2%	-0.8%	+18.0%	➖ noise
7	duckdb:vortex-compact	+3.6%	+2.2%	+1.4%	+18.0%	➖ noise
7	duckdb:vortex-file-compressed	+5.8%	+2.2%	+3.5%	+18.0%	➖ noise
8	datafusion:arrow	+6.0%	-6.4%	+13.3%	+18.0%	➖ noise
8	datafusion:vortex-compact	+2.2%	-6.4%	+9.2%	+18.0%	➖ noise
8	datafusion:vortex-file-compressed	+2.8%	-6.4%	+9.9%	+18.0%	➖ noise
8	duckdb:duckdb	+0.4%	-6.4%	+7.3%	+18.0%	➖ noise
8	duckdb:vortex-compact	+3.3%	-6.4%	+10.4%	+18.0%	➖ noise
8	duckdb:vortex-file-compressed	+1.4%	-6.4%	+8.3%	+18.0%	➖ noise
9	datafusion:arrow	+11.0%	+0.6%	+10.3%	+18.0%	➖ noise
9	datafusion:vortex-compact	+3.0%	+0.6%	+2.4%	+18.0%	➖ noise
9	datafusion:vortex-file-compressed	+5.3%	+0.6%	+4.7%	+18.0%	➖ noise
9	duckdb:duckdb	-1.2%	+0.6%	-1.8%	+18.0%	➖ noise
9	duckdb:vortex-compact	+3.7%	+0.6%	+3.1%	+18.0%	➖ noise
9	duckdb:vortex-file-compressed	-1.2%	+0.6%	-1.7%	+18.0%	➖ noise
10	datafusion:arrow	+10.5%	-3.4%	+14.4%	+18.0%	➖ noise
10	datafusion:vortex-compact	+1.1%	-3.4%	+4.7%	+18.0%	➖ noise
10	datafusion:vortex-file-compressed	+4.2%	-3.4%	+7.9%	+18.0%	➖ noise
10	duckdb:duckdb	-2.2%	-3.4%	+1.3%	+18.0%	➖ noise
10	duckdb:vortex-compact	+4.2%	-3.4%	+7.9%	+18.0%	➖ noise
10	duckdb:vortex-file-compressed	-3.0%	-3.4%	+0.5%	+18.0%	➖ noise
11	datafusion:arrow	+9.8%	+1.2%	+8.6%	+18.0%	➖ noise
11	datafusion:vortex-compact	+7.8%	+1.2%	+6.6%	+18.0%	➖ noise
11	datafusion:vortex-file-compressed	+6.3%	+1.2%	+5.0%	+18.0%	➖ noise
11	duckdb:duckdb	+5.8%	+1.2%	+4.5%	+18.0%	➖ noise
11	duckdb:vortex-compact	-3.6%	+1.2%	-4.7%	+18.0%	➖ noise
11	duckdb:vortex-file-compressed	+5.6%	+1.2%	+4.4%	+18.0%	➖ noise
12	datafusion:arrow	+1.6%	+9.8%	-7.5%	+19.3%	➖ noise
12	datafusion:vortex-compact	+6.3%	+9.8%	-3.2%	+18.0%	➖ noise
12	datafusion:vortex-file-compressed	+6.4%	+9.8%	-3.2%	+18.0%	➖ noise
12	duckdb:duckdb	-2.6%	+9.8%	-11.3%	+18.0%	➖ noise
12	duckdb:vortex-compact	+1.4%	+9.8%	-7.7%	+18.0%	➖ noise
12	duckdb:vortex-file-compressed	+2.8%	+9.8%	-6.4%	+18.0%	➖ noise
13	datafusion:arrow	+0.6%	-1.6%	+2.3%	+18.0%	➖ noise
13	datafusion:vortex-compact	+3.2%	-1.6%	+5.0%	+18.0%	➖ noise
13	datafusion:vortex-file-compressed	+6.0%	-1.6%	+7.8%	+18.0%	➖ noise
13	duckdb:duckdb	-5.4%	-1.6%	-3.9%	+18.9%	➖ noise
13	duckdb:vortex-compact	+4.1%	-1.6%	+5.8%	+18.0%	➖ noise
13	duckdb:vortex-file-compressed	+2.8%	-1.6%	+4.5%	+18.0%	➖ noise
14	datafusion:arrow	+3.3%	+1.3%	+1.9%	+18.0%	➖ noise
14	datafusion:vortex-compact	-1.9%	+1.3%	-3.2%	+18.0%	➖ noise
14	datafusion:vortex-file-compressed	+5.4%	+1.3%	+4.0%	+18.0%	➖ noise
14	duckdb:duckdb	+5.7%	+1.3%	+4.3%	+20.5%	➖ noise
14	duckdb:vortex-compact	+5.9%	+1.3%	+4.5%	+18.0%	➖ noise
14	duckdb:vortex-file-compressed	+2.0%	+1.3%	+0.7%	+18.0%	➖ noise
15	datafusion:arrow	+5.3%	+1.9%	+3.4%	+18.0%	➖ noise
15	datafusion:vortex-compact	+1.8%	+1.9%	-0.1%	+18.0%	➖ noise
15	datafusion:vortex-file-compressed	+6.9%	+1.9%	+4.9%	+18.0%	➖ noise
15	duckdb:duckdb	-1.8%	+1.9%	-3.6%	+18.0%	➖ noise
15	duckdb:vortex-compact	+0.8%	+1.9%	-1.1%	+18.0%	➖ noise
15	duckdb:vortex-file-compressed	+2.9%	+1.9%	+1.0%	+18.0%	➖ noise
16	datafusion:arrow	+8.3%	+4.5%	+3.6%	+18.0%	➖ noise
16	datafusion:vortex-compact	+0.7%	+4.5%	-3.7%	+18.0%	➖ noise
16	datafusion:vortex-file-compressed	+1.7%	+4.5%	-2.7%	+18.0%	➖ noise
16	duckdb:duckdb	+0.7%	+4.5%	-3.7%	+18.0%	➖ noise
16	duckdb:vortex-compact	+0.8%	+4.5%	-3.5%	+18.0%	➖ noise
16	duckdb:vortex-file-compressed	+7.1%	+4.5%	+2.5%	+18.0%	➖ noise
17	datafusion:arrow	+2.8%	+15.4%	-10.9%	+18.0%	➖ noise
17	datafusion:vortex-compact	+1.2%	+15.4%	-12.2%	+18.0%	➖ noise
17	datafusion:vortex-file-compressed	+1.7%	+15.4%	-11.8%	+18.0%	➖ noise
17	duckdb:duckdb	+3.6%	+15.4%	-10.2%	+18.0%	➖ noise
17	duckdb:vortex-compact	+2.0%	+15.4%	-11.6%	+18.0%	➖ noise
17	duckdb:vortex-file-compressed	+8.4%	+15.4%	-6.0%	+18.0%	➖ noise
18	datafusion:arrow	+0.0%	+1.5%	-1.4%	+18.0%	➖ noise
18	datafusion:vortex-compact	+2.3%	+1.5%	+0.9%	+18.0%	➖ noise
18	datafusion:vortex-file-compressed	+5.0%	+1.5%	+3.5%	+18.0%	➖ noise
18	duckdb:duckdb	+6.6%	+1.5%	+5.0%	+18.0%	➖ noise
18	duckdb:vortex-compact	+3.4%	+1.5%	+1.9%	+18.0%	➖ noise
18	duckdb:vortex-file-compressed	+4.4%	+1.5%	+2.9%	+18.0%	➖ noise
19	datafusion:arrow	-9.7%	-8.4%	-1.5%	+18.6%	➖ noise
19	datafusion:vortex-compact	+2.9%	-8.4%	+12.4%	+18.8%	➖ noise
19	datafusion:vortex-file-compressed	+3.1%	-8.4%	+12.6%	+20.1%	➖ noise
19	duckdb:duckdb	+7.5%	-8.4%	+17.4%	+23.5%	➖ noise
19	duckdb:vortex-compact	+1.1%	-8.4%	+10.4%	+19.5%	➖ noise
19	duckdb:vortex-file-compressed	+8.1%	-8.4%	+18.0%	+18.7%	➖ noise
20	datafusion:arrow	-8.6%	-3.2%	-5.5%	+18.0%	➖ noise
20	datafusion:vortex-compact	+1.6%	-3.2%	+4.9%	+18.0%	➖ noise
20	datafusion:vortex-file-compressed	-0.6%	-3.2%	+2.7%	+18.0%	➖ noise
20	duckdb:duckdb	-0.6%	-3.2%	+2.6%	+18.0%	➖ noise
20	duckdb:vortex-compact	-0.1%	-3.2%	+3.2%	+18.0%	➖ noise
20	duckdb:vortex-file-compressed	+1.8%	-3.2%	+5.1%	+19.4%	➖ noise
21	datafusion:arrow	+5.9%	-0.3%	+6.2%	+18.0%	➖ noise
21	datafusion:vortex-compact	+3.1%	-0.3%	+3.4%	+18.0%	➖ noise
21	datafusion:vortex-file-compressed	+1.4%	-0.3%	+1.7%	+18.0%	➖ noise
21	duckdb:duckdb	+0.4%	-0.3%	+0.7%	+18.0%	➖ noise
21	duckdb:vortex-compact	+3.7%	-0.3%	+4.0%	+18.0%	➖ noise
21	duckdb:vortex-file-compressed	+3.5%	-0.3%	+3.8%	+18.0%	➖ noise
22	datafusion:arrow	+0.9%	-0.8%	+1.7%	+18.0%	➖ noise
22	datafusion:vortex-compact	+1.5%	-0.8%	+2.3%	+18.0%	➖ noise
22	datafusion:vortex-file-compressed	+5.8%	-0.8%	+6.7%	+18.0%	➖ noise
22	duckdb:duckdb	+1.7%	-0.8%	+2.6%	+18.0%	➖ noise
22	duckdb:vortex-compact	+1.9%	-0.8%	+2.8%	+18.0%	➖ noise
22	duckdb:vortex-file-compressed	+1.3%	-0.8%	+2.1%	+18.0%	➖ noise

[github-actions]

Benchmarks: FineWeb NVMe

Verdict: No clear signal (low confidence)
Attributed Vortex impact: -0.3%
Vortex (geomean): 0.986x ➖
Parquet (geomean): 0.989x ➖
Shifts: Parquet (control) -1.1% · Median polish -0.4%

---

datafusion / vortex-file-compressed (0.917x ➖, 4↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-file-compressed	5494385	5765719	0.95
fineweb_q01/datafusion:vortex-file-compressed 🚀	27232947	31488400	0.86
fineweb_q02/datafusion:vortex-file-compressed	29859344	31436737	0.95
fineweb_q03/datafusion:vortex-file-compressed 🚀	72027083	83970956	0.86
fineweb_q04/datafusion:vortex-file-compressed	273353565	269332571	1.01
fineweb_q05/datafusion:vortex-file-compressed 🚀	227987663	264415586	0.86
fineweb_q06/datafusion:vortex-file-compressed	67964245	66189819	1.03
fineweb_q07/datafusion:vortex-file-compressed	70285627	75749803	0.93
fineweb_q08/datafusion:vortex-file-compressed 🚀	24614251	29959233	0.82

datafusion / vortex-compact (0.994x ➖, 0↑ 1↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-compact 🚨	5824441	5281566	1.10
fineweb_q01/datafusion:vortex-compact	165213749	172828691	0.96
fineweb_q02/datafusion:vortex-compact	167999228	169092966	0.99
fineweb_q03/datafusion:vortex-compact	1480390883	1483497605	1.00
fineweb_q04/datafusion:vortex-compact	1611407014	1623359529	0.99
fineweb_q05/datafusion:vortex-compact	1264131444	1283408636	0.98
fineweb_q06/datafusion:vortex-compact	723780500	722916924	1.00
fineweb_q07/datafusion:vortex-compact	751221669	755349347	0.99
fineweb_q08/datafusion:vortex-compact	23490024	25259735	0.93

datafusion / parquet (0.970x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
fineweb_q00/datafusion:parquet	6501867	7099472	0.92
fineweb_q01/datafusion:parquet	273857920	288545833	0.95
fineweb_q02/datafusion:parquet	277066849	286323121	0.97
fineweb_q03/datafusion:parquet	284425499	281674927	1.01
fineweb_q04/datafusion:parquet	299572550	296687223	1.01
fineweb_q05/datafusion:parquet	293710823	299001655	0.98
fineweb_q06/datafusion:parquet	279837849	297857041	0.94
fineweb_q07/datafusion:parquet	283139714	288650797	0.98
fineweb_q08/datafusion:parquet	277199108	284277822	0.98

duckdb / vortex-file-compressed (1.046x ➖, 0↑ 1↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-file-compressed	3958988	3626364	1.09
fineweb_q01/duckdb:vortex-file-compressed	29869840	29436095	1.01
fineweb_q02/duckdb:vortex-file-compressed	29021271	27279288	1.06
fineweb_q03/duckdb:vortex-file-compressed 🚨	148391638	129074909	1.15
fineweb_q04/duckdb:vortex-file-compressed	238133015	231838595	1.03
fineweb_q05/duckdb:vortex-file-compressed	224002604	213983922	1.05
fineweb_q06/duckdb:vortex-file-compressed	61315082	66779425	0.92
fineweb_q07/duckdb:vortex-file-compressed	71580490	69331702	1.03
fineweb_q08/duckdb:vortex-file-compressed	28900522	26610286	1.09

duckdb / vortex-compact (0.992x ➖, 1↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-compact	4566907	4284641	1.07
fineweb_q01/duckdb:vortex-compact	107839251	99636571	1.08
fineweb_q02/duckdb:vortex-compact	117882195	125987063	0.94
fineweb_q03/duckdb:vortex-compact	911747548	908523918	1.00
fineweb_q04/duckdb:vortex-compact	946112189	943141938	1.00
fineweb_q05/duckdb:vortex-compact	847444231	852327910	0.99
fineweb_q06/duckdb:vortex-compact	482220305	487794137	0.99
fineweb_q07/duckdb:vortex-compact	491443466	492311684	1.00
fineweb_q08/duckdb:vortex-compact 🚀	21408064	24502128	0.87

duckdb / parquet (1.009x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
fineweb_q00/duckdb:parquet	40238774	38680125	1.04
fineweb_q01/duckdb:parquet	99965637	97868356	1.02
fineweb_q02/duckdb:parquet	102853593	101760072	1.01
fineweb_q03/duckdb:parquet	318192537	317819537	1.00
fineweb_q04/duckdb:parquet	447697153	448600817	1.00
fineweb_q05/duckdb:parquet	419614750	419088686	1.00
fineweb_q06/duckdb:parquet	205546466	205280751	1.00
fineweb_q07/duckdb:parquet	218298238	215971677	1.01
fineweb_q08/duckdb:parquet	63711986	63912830	1.00

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-compact	+10.3%	-2.4%	+13.0%	+41.2%	➖ noise
0	datafusion:vortex-file-compressed	-4.7%	-2.4%	-2.4%	+71.8%	➖ noise
0	duckdb:vortex-compact	+6.6%	-2.4%	+9.2%	+39.2%	➖ noise
0	duckdb:vortex-file-compressed	+9.2%	-2.4%	+11.8%	+46.3%	➖ noise
1	datafusion:vortex-compact	-4.4%	-1.5%	-2.9%	+10.0%	➖ noise
1	datafusion:vortex-file-compressed	-13.5%	-1.5%	-12.2%	+18.3%	➖ noise
1	duckdb:vortex-compact	+8.2%	-1.5%	+9.9%	+16.8%	➖ noise
1	duckdb:vortex-file-compressed	+1.5%	-1.5%	+3.1%	+45.5%	➖ noise
2	datafusion:vortex-compact	-0.6%	-1.1%	+0.5%	+10.0%	➖ noise
2	datafusion:vortex-file-compressed	-5.0%	-1.1%	-4.0%	+13.5%	➖ noise
2	duckdb:vortex-compact	-6.4%	-1.1%	-5.4%	+11.7%	➖ noise
2	duckdb:vortex-file-compressed	+6.4%	-1.1%	+7.6%	+10.0%	➖ noise
3	datafusion:vortex-compact	-0.2%	+0.5%	-0.8%	+10.0%	➖ noise
3	datafusion:vortex-file-compressed	-14.2%	+0.5%	-14.7%	+29.4%	➖ noise
3	duckdb:vortex-compact	+0.4%	+0.5%	-0.2%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	+15.0%	+0.5%	+14.3%	+32.1%	➖ noise
4	datafusion:vortex-compact	-0.7%	+0.4%	-1.1%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	+1.5%	+0.4%	+1.1%	+10.0%	➖ noise
4	duckdb:vortex-compact	+0.3%	+0.4%	-0.1%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	+2.7%	+0.4%	+2.3%	+10.0%	➖ noise
5	datafusion:vortex-compact	-1.5%	-0.8%	-0.7%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	-13.8%	-0.8%	-13.1%	+10.0%	✅ faster
5	duckdb:vortex-compact	-0.6%	-0.8%	+0.3%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	+4.7%	-0.8%	+5.6%	+10.0%	➖ noise
6	datafusion:vortex-compact	+0.1%	-3.0%	+3.2%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	+2.7%	-3.0%	+5.9%	+12.4%	➖ noise
6	duckdb:vortex-compact	-1.1%	-3.0%	+1.9%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	-8.2%	-3.0%	-5.3%	+39.6%	➖ noise
7	datafusion:vortex-compact	-0.5%	-0.4%	-0.1%	+10.0%	➖ noise
7	datafusion:vortex-file-compressed	-7.2%	-0.4%	-6.8%	+10.0%	➖ noise
7	duckdb:vortex-compact	-0.2%	-0.4%	+0.3%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	+3.2%	-0.4%	+3.7%	+10.0%	➖ noise
8	datafusion:vortex-compact	-7.0%	-1.4%	-5.7%	+17.3%	➖ noise
8	datafusion:vortex-file-compressed	-17.8%	-1.4%	-16.7%	+15.2%	✅ faster
8	duckdb:vortex-compact	-12.6%	-1.4%	-11.4%	+19.8%	➖ noise
8	duckdb:vortex-file-compressed	+8.6%	-1.4%	+10.2%	+14.3%	➖ noise

[github-actions]

Benchmarks: TPC-DS SF=1 on NVME

Verdict: No clear signal (low confidence)
Attributed Vortex impact: -1.8%
Vortex (geomean): 0.946x ➖
Parquet (geomean): 0.962x ➖
Shifts: Parquet (control) -3.8% · Median polish -4.7%

---

datafusion / vortex-file-compressed (0.958x ➖, 9↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpcds_q01/datafusion:vortex-file-compressed	30667063	29842536	1.03
tpcds_q02/datafusion:vortex-file-compressed	56523865	57178709	0.99
tpcds_q03/datafusion:vortex-file-compressed	22514220	22059889	1.02
tpcds_q04/datafusion:vortex-file-compressed	315337786	331165292	0.95
tpcds_q05/datafusion:vortex-file-compressed	59164894	57127616	1.04
tpcds_q06/datafusion:vortex-file-compressed	57044660	55216217	1.03
tpcds_q07/datafusion:vortex-file-compressed	56650714	56847051	1.00
tpcds_q08/datafusion:vortex-file-compressed	41068104	39740804	1.03
tpcds_q09/datafusion:vortex-file-compressed	53842180	58873721	0.91
tpcds_q10/datafusion:vortex-file-compressed	52563555	49304248	1.07
tpcds_q11/datafusion:vortex-file-compressed	183924905	186784789	0.98
tpcds_q12/datafusion:vortex-file-compressed	24868969	26330866	0.94
tpcds_q13/datafusion:vortex-file-compressed	63057219	64949418	0.97
tpcds_q14/datafusion:vortex-file-compressed	214983674	218204350	0.99
tpcds_q15/datafusion:vortex-file-compressed 🚀	35157003	41606432	0.84
tpcds_q16/datafusion:vortex-file-compressed	29626575	30390668	0.97
tpcds_q17/datafusion:vortex-file-compressed	70472081	74384759	0.95
tpcds_q18/datafusion:vortex-file-compressed	84954303	83327959	1.02
tpcds_q19/datafusion:vortex-file-compressed	32917419	33744103	0.98
tpcds_q20/datafusion:vortex-file-compressed	27995938	28169121	0.99
tpcds_q21/datafusion:vortex-file-compressed	149235313	146604983	1.02
tpcds_q22/datafusion:vortex-file-compressed	60939435	64010257	0.95
tpcds_q23/datafusion:vortex-file-compressed	163372110	160583818	1.02
tpcds_q24/datafusion:vortex-file-compressed	125350535	123030701	1.02
tpcds_q25/datafusion:vortex-file-compressed	74272394	74487740	1.00
tpcds_q26/datafusion:vortex-file-compressed	38949302	39815116	0.98
tpcds_q27/datafusion:vortex-file-compressed	129878773	135434181	0.96
tpcds_q28/datafusion:vortex-file-compressed 🚀	48191265	61478096	0.78
tpcds_q29/datafusion:vortex-file-compressed	71240510	71362418	1.00
tpcds_q30/datafusion:vortex-file-compressed	32186003	34371193	0.94
tpcds_q31/datafusion:vortex-file-compressed	101928162	104775967	0.97
tpcds_q32/datafusion:vortex-file-compressed	23149661	24386381	0.95
tpcds_q33/datafusion:vortex-file-compressed	40787117	43966954	0.93
tpcds_q34/datafusion:vortex-file-compressed	34635094	36705894	0.94
tpcds_q35/datafusion:vortex-file-compressed	59608906	59041048	1.01
tpcds_q36/datafusion:vortex-file-compressed	80316117	84138124	0.95
tpcds_q37/datafusion:vortex-file-compressed	35969597	38361239	0.94
tpcds_q38/datafusion:vortex-file-compressed	58246214	56877321	1.02
tpcds_q39/datafusion:vortex-file-compressed	156371954	162339208	0.96
tpcds_q40/datafusion:vortex-file-compressed	55062827	57984035	0.95
tpcds_q41/datafusion:vortex-file-compressed	19641513	20160289	0.97
tpcds_q42/datafusion:vortex-file-compressed	20018181	20464177	0.98
tpcds_q43/datafusion:vortex-file-compressed	34110855	35104452	0.97
tpcds_q44/datafusion:vortex-file-compressed	47957131	50870715	0.94
tpcds_q45/datafusion:vortex-file-compressed	36502827	36338083	1.00
tpcds_q46/datafusion:vortex-file-compressed	51673331	52507209	0.98
tpcds_q47/datafusion:vortex-file-compressed	216755788	231294227	0.94
tpcds_q48/datafusion:vortex-file-compressed	50486633	50978488	0.99
tpcds_q49/datafusion:vortex-file-compressed	72450107	75762623	0.96
tpcds_q50/datafusion:vortex-file-compressed	48241039	51007985	0.95
tpcds_q51/datafusion:vortex-file-compressed	94503948	95079096	0.99
tpcds_q52/datafusion:vortex-file-compressed	20200584	21037741	0.96
tpcds_q53/datafusion:vortex-file-compressed	26843614	29013811	0.93
tpcds_q54/datafusion:vortex-file-compressed	46900964	49516904	0.95
tpcds_q55/datafusion:vortex-file-compressed	19225029	20739286	0.93
tpcds_q56/datafusion:vortex-file-compressed	43203687	43797434	0.99
tpcds_q57/datafusion:vortex-file-compressed	132665691	138262156	0.96
tpcds_q58/datafusion:vortex-file-compressed	74555518	79131579	0.94
tpcds_q59/datafusion:vortex-file-compressed	76015796	77154423	0.99
tpcds_q60/datafusion:vortex-file-compressed	43768956	45879419	0.95
tpcds_q61/datafusion:vortex-file-compressed	53799444	55039416	0.98
tpcds_q62/datafusion:vortex-file-compressed	33262891	34621585	0.96
tpcds_q63/datafusion:vortex-file-compressed	27956686	30055452	0.93
tpcds_q64/datafusion:vortex-file-compressed	500646114	519522942	0.96
tpcds_q65/datafusion:vortex-file-compressed 🚀	50233581	56210671	0.89
tpcds_q66/datafusion:vortex-file-compressed 🚀	95559795	108849797	0.88
tpcds_q67/datafusion:vortex-file-compressed	127374423	131318913	0.97
tpcds_q68/datafusion:vortex-file-compressed	49447900	52685682	0.94
tpcds_q69/datafusion:vortex-file-compressed 🚀	46307471	55302701	0.84
tpcds_q70/datafusion:vortex-file-compressed 🚀	115823802	129866439	0.89
tpcds_q71/datafusion:vortex-file-compressed 🚀	33183432	40880350	0.81
tpcds_q72/datafusion:vortex-file-compressed	2763905336	2934110124	0.94
tpcds_q73/datafusion:vortex-file-compressed	35871880	36369007	0.99
tpcds_q74/datafusion:vortex-file-compressed	123133474	130564823	0.94
tpcds_q75/datafusion:vortex-file-compressed	124447262	130190774	0.96
tpcds_q76/datafusion:vortex-file-compressed	35930925	37722418	0.95
tpcds_q77/datafusion:vortex-file-compressed	52611630	55027230	0.96
tpcds_q78/datafusion:vortex-file-compressed 🚀	128674238	145003650	0.89
tpcds_q79/datafusion:vortex-file-compressed	40950082	43081945	0.95
tpcds_q80/datafusion:vortex-file-compressed	116948676	121445857	0.96
tpcds_q81/datafusion:vortex-file-compressed 🚀	35346181	41482635	0.85
tpcds_q82/datafusion:vortex-file-compressed	35367214	38545752	0.92
tpcds_q83/datafusion:vortex-file-compressed	51158630	56243148	0.91
tpcds_q84/datafusion:vortex-file-compressed	14869475	16205992	0.92
tpcds_q85/datafusion:vortex-file-compressed	103015103	112351168	0.92
tpcds_q86/datafusion:vortex-file-compressed	19143025	20645178	0.93
tpcds_q87/datafusion:vortex-file-compressed	55243077	58653973	0.94
tpcds_q88/datafusion:vortex-file-compressed	83625262	84414157	0.99
tpcds_q89/datafusion:vortex-file-compressed	37311223	37866003	0.99
tpcds_q90/datafusion:vortex-file-compressed	18720162	20227484	0.93
tpcds_q91/datafusion:vortex-file-compressed	26498587	28044339	0.94
tpcds_q92/datafusion:vortex-file-compressed	20752901	20070352	1.03
tpcds_q93/datafusion:vortex-file-compressed	38700408	37948854	1.02
tpcds_q94/datafusion:vortex-file-compressed	26632388	28356518	0.94
tpcds_q95/datafusion:vortex-file-compressed	63861655	64441363	0.99
tpcds_q96/datafusion:vortex-file-compressed	19399587	20183421	0.96
tpcds_q97/datafusion:vortex-file-compressed	34561419	35791175	0.97
tpcds_q98/datafusion:vortex-file-compressed	35929843	36453856	0.99
tpcds_q99/datafusion:vortex-file-compressed	48108576	51449192	0.94

datafusion / vortex-compact (0.950x ➖, 4↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpcds_q01/datafusion:vortex-compact	38057391	38934672	0.98
tpcds_q02/datafusion:vortex-compact	59721710	62078732	0.96
tpcds_q03/datafusion:vortex-compact	26661967	27510481	0.97
tpcds_q04/datafusion:vortex-compact	331445556	360751008	0.92
tpcds_q05/datafusion:vortex-compact	65576216	65329962	1.00
tpcds_q06/datafusion:vortex-compact	60553951	62418400	0.97
tpcds_q07/datafusion:vortex-compact	69504217	73329084	0.95
tpcds_q08/datafusion:vortex-compact	46710153	48577654	0.96
tpcds_q09/datafusion:vortex-compact	104495672	113351356	0.92
tpcds_q10/datafusion:vortex-compact	64493830	63581461	1.01
tpcds_q11/datafusion:vortex-compact	190310876	207394033	0.92
tpcds_q12/datafusion:vortex-compact	26277392	27761965	0.95
tpcds_q13/datafusion:vortex-compact	131712467	139964627	0.94
tpcds_q14/datafusion:vortex-compact	257845079	273184188	0.94
tpcds_q15/datafusion:vortex-compact	40899966	42990211	0.95
tpcds_q16/datafusion:vortex-compact	39654749	42743074	0.93
tpcds_q17/datafusion:vortex-compact	93719777	100743662	0.93
tpcds_q18/datafusion:vortex-compact	94734140	99499768	0.95
tpcds_q19/datafusion:vortex-compact	43763145	44441224	0.98
tpcds_q20/datafusion:vortex-compact	30265797	32873765	0.92
tpcds_q21/datafusion:vortex-compact	140834891	154089801	0.91
tpcds_q22/datafusion:vortex-compact 🚀	64175025	76461647	0.84
tpcds_q23/datafusion:vortex-compact	189979227	192072468	0.99
tpcds_q24/datafusion:vortex-compact	142705266	148836586	0.96
tpcds_q25/datafusion:vortex-compact	94801078	99460692	0.95
tpcds_q26/datafusion:vortex-compact	46995113	51401371	0.91
tpcds_q27/datafusion:vortex-compact	159733558	171033366	0.93
tpcds_q28/datafusion:vortex-compact	102777379	106012551	0.97
tpcds_q29/datafusion:vortex-compact	95181534	98516016	0.97
tpcds_q30/datafusion:vortex-compact	38372546	39436328	0.97
tpcds_q31/datafusion:vortex-compact	125539705	132971211	0.94
tpcds_q32/datafusion:vortex-compact	27514643	29938232	0.92
tpcds_q33/datafusion:vortex-compact	52808071	54924011	0.96
tpcds_q34/datafusion:vortex-compact	48871589	51834220	0.94
tpcds_q35/datafusion:vortex-compact	67884659	73335681	0.93
tpcds_q36/datafusion:vortex-compact	101542242	103089669	0.98
tpcds_q37/datafusion:vortex-compact 🚀	47633322	53173871	0.90
tpcds_q38/datafusion:vortex-compact	65727654	71002785	0.93
tpcds_q39/datafusion:vortex-compact	156748970	157867663	0.99
tpcds_q40/datafusion:vortex-compact	57617685	62950003	0.92
tpcds_q41/datafusion:vortex-compact 🚀	20705058	23166558	0.89
tpcds_q42/datafusion:vortex-compact	25074529	26064886	0.96
tpcds_q43/datafusion:vortex-compact	39136309	39602360	0.99
tpcds_q44/datafusion:vortex-compact	76511240	80947682	0.95
tpcds_q45/datafusion:vortex-compact	37608759	40851160	0.92
tpcds_q46/datafusion:vortex-compact	67890215	71998848	0.94
tpcds_q47/datafusion:vortex-compact	230914123	248180415	0.93
tpcds_q48/datafusion:vortex-compact	98825049	100176812	0.99
tpcds_q49/datafusion:vortex-compact	96919316	105517508	0.92
tpcds_q50/datafusion:vortex-compact	63793796	68027407	0.94
tpcds_q51/datafusion:vortex-compact	98498427	102556664	0.96
tpcds_q52/datafusion:vortex-compact	26139868	27160934	0.96
tpcds_q53/datafusion:vortex-compact	35008713	37408735	0.94
tpcds_q54/datafusion:vortex-compact	58931302	61982761	0.95
tpcds_q55/datafusion:vortex-compact	25359948	26577038	0.95
tpcds_q56/datafusion:vortex-compact	56100975	58184993	0.96
tpcds_q57/datafusion:vortex-compact	140516447	148366937	0.95
tpcds_q58/datafusion:vortex-compact	78731139	83147772	0.95
tpcds_q59/datafusion:vortex-compact	87722355	89999878	0.97
tpcds_q60/datafusion:vortex-compact	55281835	54899949	1.01
tpcds_q61/datafusion:vortex-compact	72248553	73541514	0.98
tpcds_q62/datafusion:vortex-compact	33694334	35948053	0.94
tpcds_q63/datafusion:vortex-compact	35259193	36713670	0.96
tpcds_q64/datafusion:vortex-compact	553735258	570628853	0.97
tpcds_q65/datafusion:vortex-compact	66488432	70458565	0.94
tpcds_q66/datafusion:vortex-compact	104587908	108618259	0.96
tpcds_q67/datafusion:vortex-compact	133580811	135606080	0.99
tpcds_q68/datafusion:vortex-compact	69326104	72255374	0.96
tpcds_q69/datafusion:vortex-compact	60806672	62018297	0.98
tpcds_q70/datafusion:vortex-compact	124050240	133253044	0.93
tpcds_q71/datafusion:vortex-compact	46134676	47697031	0.97
tpcds_q72/datafusion:vortex-compact	2719252229	2921932316	0.93
tpcds_q73/datafusion:vortex-compact	49385218	53916313	0.92
tpcds_q74/datafusion:vortex-compact	133808947	143914470	0.93
tpcds_q75/datafusion:vortex-compact	168537363	175945386	0.96
tpcds_q76/datafusion:vortex-compact	52261083	55693913	0.94
tpcds_q77/datafusion:vortex-compact	68839628	68387158	1.01
tpcds_q78/datafusion:vortex-compact	151976350	163556532	0.93
tpcds_q79/datafusion:vortex-compact	58623697	61540813	0.95
tpcds_q80/datafusion:vortex-compact	134047269	138847174	0.97
tpcds_q81/datafusion:vortex-compact	44574577	46375411	0.96
tpcds_q82/datafusion:vortex-compact	48586025	51588682	0.94
tpcds_q83/datafusion:vortex-compact	62423578	66867046	0.93
tpcds_q84/datafusion:vortex-compact	18977889	19179870	0.99
tpcds_q85/datafusion:vortex-compact	125621359	136255099	0.92
tpcds_q86/datafusion:vortex-compact	20478343	22428544	0.91
tpcds_q87/datafusion:vortex-compact	67250152	71638510	0.94
tpcds_q88/datafusion:vortex-compact	132812562	135540604	0.98
tpcds_q89/datafusion:vortex-compact 🚀	44123775	49147498	0.90
tpcds_q90/datafusion:vortex-compact	24404401	25487661	0.96
tpcds_q91/datafusion:vortex-compact	42149578	44394388	0.95
tpcds_q92/datafusion:vortex-compact	21512709	22525991	0.96
tpcds_q93/datafusion:vortex-compact	47491104	51475792	0.92
tpcds_q94/datafusion:vortex-compact	31832490	32817981	0.97
tpcds_q95/datafusion:vortex-compact	72399779	76963214	0.94
tpcds_q96/datafusion:vortex-compact	25108476	26800840	0.94
tpcds_q97/datafusion:vortex-compact	42471688	42574783	1.00
tpcds_q98/datafusion:vortex-compact	39745328	43467915	0.91
tpcds_q99/datafusion:vortex-compact	52951994	51966678	1.02

datafusion / parquet (0.969x ➖, 10↑ 2↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpcds_q01/datafusion:parquet	37436035	38967886	0.96
tpcds_q02/datafusion:parquet	49057778	48249120	1.02
tpcds_q03/datafusion:parquet	15557101	16561046	0.94
tpcds_q04/datafusion:parquet 🚀	324863681	361313105	0.90
tpcds_q05/datafusion:parquet	54479106	57545995	0.95
tpcds_q06/datafusion:parquet	65932882	66304707	0.99
tpcds_q07/datafusion:parquet	90085160	98075023	0.92
tpcds_q08/datafusion:parquet	35309878	34793934	1.01
tpcds_q09/datafusion:parquet	60627609	58595178	1.03
tpcds_q10/datafusion:parquet	85466318	88773346	0.96
tpcds_q11/datafusion:parquet	189444155	190461673	0.99
tpcds_q12/datafusion:parquet	24957217	24882632	1.00
tpcds_q13/datafusion:parquet	87598346	88962951	0.98
tpcds_q14/datafusion:parquet	198318260	210545095	0.94
tpcds_q15/datafusion:parquet	26005066	26777914	0.97
tpcds_q16/datafusion:parquet	28240233	31298251	0.90
tpcds_q17/datafusion:parquet	74110532	75850864	0.98
tpcds_q18/datafusion:parquet	136758568	144226811	0.95
tpcds_q19/datafusion:parquet	28552271	29291772	0.97
tpcds_q20/datafusion:parquet	22149096	23145979	0.96
tpcds_q21/datafusion:parquet 🚀	22382596	25950060	0.86
tpcds_q22/datafusion:parquet	151426350	138209032	1.10
tpcds_q23/datafusion:parquet 🚀	164337810	184517419	0.89
tpcds_q24/datafusion:parquet	105326998	115315696	0.91
tpcds_q25/datafusion:parquet	73985640	76483369	0.97
tpcds_q26/datafusion:parquet 🚀	77070050	85919598	0.90
tpcds_q27/datafusion:parquet 🚀	165027802	187704580	0.88
tpcds_q28/datafusion:parquet	50005193	50869622	0.98
tpcds_q29/datafusion:parquet	74985658	78917631	0.95
tpcds_q30/datafusion:parquet	45692975	47430014	0.96
tpcds_q31/datafusion:parquet	79250573	83380095	0.95
tpcds_q32/datafusion:parquet	23899011	24149585	0.99
tpcds_q33/datafusion:parquet	36464020	36837559	0.99
tpcds_q34/datafusion:parquet	27324483	28248985	0.97
tpcds_q35/datafusion:parquet	89490832	90412340	0.99
tpcds_q36/datafusion:parquet	66299988	68317435	0.97
tpcds_q37/datafusion:parquet	24698173	25710832	0.96
tpcds_q38/datafusion:parquet	51986762	55989877	0.93
tpcds_q39/datafusion:parquet	87091910	92236053	0.94
tpcds_q40/datafusion:parquet	29003629	30004429	0.97
tpcds_q41/datafusion:parquet	16672665	17846332	0.93
tpcds_q42/datafusion:parquet	13971469	15319646	0.91
tpcds_q43/datafusion:parquet	20450930	20687562	0.99
tpcds_q44/datafusion:parquet	42497930	43264359	0.98
tpcds_q45/datafusion:parquet	33393933	34813886	0.96
tpcds_q46/datafusion:parquet	40213132	41172109	0.98
tpcds_q47/datafusion:parquet	139974817	151745401	0.92
tpcds_q48/datafusion:parquet	82062122	84599203	0.97
tpcds_q49/datafusion:parquet	65631139	72255499	0.91
tpcds_q50/datafusion:parquet	50047823	53436905	0.94
tpcds_q51/datafusion:parquet	94181757	98509106	0.96
tpcds_q52/datafusion:parquet 🚀	15114636	17111523	0.88
tpcds_q53/datafusion:parquet	22182450	23341671	0.95
tpcds_q54/datafusion:parquet	43781365	46364352	0.94
tpcds_q55/datafusion:parquet 🚀	13927105	17112349	0.81
tpcds_q56/datafusion:parquet	38031719	39789224	0.96
tpcds_q57/datafusion:parquet 🚀	109362595	124184610	0.88
tpcds_q58/datafusion:parquet	66238252	62154693	1.07
tpcds_q59/datafusion:parquet	64031757	62787794	1.02
tpcds_q60/datafusion:parquet	40026143	36952507	1.08
tpcds_q61/datafusion:parquet	55774527	56540999	0.99
tpcds_q62/datafusion:parquet 🚨	32931348	26197992	1.26
tpcds_q63/datafusion:parquet	24072244	23719460	1.01
tpcds_q64/datafusion:parquet	605024419	592885714	1.02
tpcds_q65/datafusion:parquet	48525264	46882207	1.04
tpcds_q66/datafusion:parquet	84484081	81752656	1.03
tpcds_q67/datafusion:parquet	161681911	172296471	0.94
tpcds_q68/datafusion:parquet	41675000	43901276	0.95
tpcds_q69/datafusion:parquet	83741185	83828702	1.00
tpcds_q70/datafusion:parquet	110213849	104506833	1.05
tpcds_q71/datafusion:parquet	28739637	28021623	1.03
tpcds_q72/datafusion:parquet	699659171	702883531	1.00
tpcds_q73/datafusion:parquet	30507868	28767507	1.06
tpcds_q74/datafusion:parquet	111491482	114825119	0.97
tpcds_q75/datafusion:parquet	123968814	129307840	0.96
tpcds_q76/datafusion:parquet	37251109	38401070	0.97
tpcds_q77/datafusion:parquet	51448429	53013179	0.97
tpcds_q78/datafusion:parquet	128758312	131385158	0.98
tpcds_q79/datafusion:parquet	32556475	35229985	0.92
tpcds_q80/datafusion:parquet	100968393	102921765	0.98
tpcds_q81/datafusion:parquet 🚀	43695571	48959114	0.89
tpcds_q82/datafusion:parquet	24381445	25193909	0.97
tpcds_q83/datafusion:parquet	50567292	54320255	0.93
tpcds_q84/datafusion:parquet	50031495	49585688	1.01
tpcds_q85/datafusion:parquet	178473086	182670701	0.98
tpcds_q86/datafusion:parquet	19242372	20550615	0.94
tpcds_q87/datafusion:parquet	55699317	54188363	1.03
tpcds_q88/datafusion:parquet	73627610	74537099	0.99
tpcds_q89/datafusion:parquet	25442862	25867985	0.98
tpcds_q90/datafusion:parquet	20876630	20736688	1.01
tpcds_q91/datafusion:parquet	73282963	76187411	0.96
tpcds_q92/datafusion:parquet	22907265	25308641	0.91
tpcds_q93/datafusion:parquet	38097366	38499931	0.99
tpcds_q94/datafusion:parquet	26053749	27171529	0.96
tpcds_q95/datafusion:parquet	69871566	72232895	0.97
tpcds_q96/datafusion:parquet	15406529	16336780	0.94
tpcds_q97/datafusion:parquet 🚀	33237819	37019350	0.90
tpcds_q98/datafusion:parquet	27490865	27776088	0.99
tpcds_q99/datafusion:parquet 🚨	36589789	31422860	1.16

duckdb / vortex-file-compressed (0.936x ➖, 18↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpcds_q01/duckdb:vortex-file-compressed 🚀	25125852	28056533	0.90
tpcds_q02/duckdb:vortex-file-compressed	79385065	87854212	0.90
tpcds_q03/duckdb:vortex-file-compressed 🚀	20793810	23969529	0.87
tpcds_q04/duckdb:vortex-file-compressed	106673631	113832732	0.94
tpcds_q05/duckdb:vortex-file-compressed	99621810	110297980	0.90
tpcds_q06/duckdb:vortex-file-compressed	36928807	39875601	0.93
tpcds_q07/duckdb:vortex-file-compressed	25793054	28174971	0.92
tpcds_q08/duckdb:vortex-file-compressed	24357276	26378617	0.92
tpcds_q09/duckdb:vortex-file-compressed 🚀	37216267	41456248	0.90
tpcds_q10/duckdb:vortex-file-compressed	37868782	40581645	0.93
tpcds_q11/duckdb:vortex-file-compressed	62608088	64243955	0.97
tpcds_q12/duckdb:vortex-file-compressed	14312272	15279625	0.94
tpcds_q13/duckdb:vortex-file-compressed	34278231	37755832	0.91
tpcds_q14/duckdb:vortex-file-compressed	203804041	196012713	1.04
tpcds_q15/duckdb:vortex-file-compressed	40936779	43836556	0.93
tpcds_q16/duckdb:vortex-file-compressed	30787168	30920257	1.00
tpcds_q17/duckdb:vortex-file-compressed	39105698	42766442	0.91
tpcds_q18/duckdb:vortex-file-compressed 🚀	45788554	51361682	0.89
tpcds_q19/duckdb:vortex-file-compressed	34149205	36637219	0.93
tpcds_q20/duckdb:vortex-file-compressed	16371496	16991969	0.96
tpcds_q21/duckdb:vortex-file-compressed	20956822	21268209	0.99
tpcds_q22/duckdb:vortex-file-compressed	110216271	116924021	0.94
tpcds_q23/duckdb:vortex-file-compressed	123855786	136754739	0.91
tpcds_q24/duckdb:vortex-file-compressed 🚀	53977249	60987152	0.89
tpcds_q25/duckdb:vortex-file-compressed	38741639	39742230	0.97
tpcds_q26/duckdb:vortex-file-compressed	42088056	42308739	0.99
tpcds_q27/duckdb:vortex-file-compressed	86793680	94158921	0.92
tpcds_q28/duckdb:vortex-file-compressed	35356733	37912135	0.93
tpcds_q29/duckdb:vortex-file-compressed	37234609	41240004	0.90
tpcds_q30/duckdb:vortex-file-compressed	29643739	30959720	0.96
tpcds_q31/duckdb:vortex-file-compressed	27171508	27194192	1.00
tpcds_q32/duckdb:vortex-file-compressed	17870353	18265225	0.98
tpcds_q33/duckdb:vortex-file-compressed	69614390	72392296	0.96
tpcds_q34/duckdb:vortex-file-compressed	19711803	20500092	0.96
tpcds_q35/duckdb:vortex-file-compressed 🚀	63339436	72395862	0.87
tpcds_q36/duckdb:vortex-file-compressed	28659981	28477956	1.01
tpcds_q37/duckdb:vortex-file-compressed 🚀	20942886	24749525	0.85
tpcds_q38/duckdb:vortex-file-compressed	36255103	38593150	0.94
tpcds_q39/duckdb:vortex-file-compressed 🚀	46586315	52705650	0.88
tpcds_q40/duckdb:vortex-file-compressed	24876590	26589657	0.94
tpcds_q41/duckdb:vortex-file-compressed 🚀	12769954	15354007	0.83
tpcds_q42/duckdb:vortex-file-compressed	11828747	12164235	0.97
tpcds_q43/duckdb:vortex-file-compressed	20504140	20694738	0.99
tpcds_q44/duckdb:vortex-file-compressed	22633191	24056218	0.94
tpcds_q45/duckdb:vortex-file-compressed	27022386	29773177	0.91
tpcds_q46/duckdb:vortex-file-compressed	49458829	51942415	0.95
tpcds_q47/duckdb:vortex-file-compressed	50140272	52993412	0.95
tpcds_q48/duckdb:vortex-file-compressed	31809262	33564318	0.95
tpcds_q49/duckdb:vortex-file-compressed	30545766	30984380	0.99
tpcds_q50/duckdb:vortex-file-compressed	36744454	38814507	0.95
tpcds_q51/duckdb:vortex-file-compressed	99097563	105528713	0.94
tpcds_q52/duckdb:vortex-file-compressed	12121535	12755302	0.95
tpcds_q53/duckdb:vortex-file-compressed 🚀	16779930	19109070	0.88
tpcds_q54/duckdb:vortex-file-compressed 🚀	49138324	54891448	0.90
tpcds_q55/duckdb:vortex-file-compressed	11765947	12680566	0.93
tpcds_q56/duckdb:vortex-file-compressed 🚀	66568851	82657018	0.81
tpcds_q57/duckdb:vortex-file-compressed	45181847	46541518	0.97
tpcds_q58/duckdb:vortex-file-compressed	33107880	35519169	0.93
tpcds_q59/duckdb:vortex-file-compressed	61339867	63933671	0.96
tpcds_q60/duckdb:vortex-file-compressed	71108472	73374909	0.97
tpcds_q61/duckdb:vortex-file-compressed 🚀	36728689	42338647	0.87
tpcds_q62/duckdb:vortex-file-compressed	18127956	18983485	0.95
tpcds_q63/duckdb:vortex-file-compressed	18612173	19702675	0.94
tpcds_q64/duckdb:vortex-file-compressed	79691536	88067330	0.90
tpcds_q65/duckdb:vortex-file-compressed	24000660	24848218	0.97
tpcds_q66/duckdb:vortex-file-compressed	58775618	62913768	0.93
tpcds_q67/duckdb:vortex-file-compressed	143024125	154826148	0.92
tpcds_q68/duckdb:vortex-file-compressed	42850949	44333082	0.97
tpcds_q69/duckdb:vortex-file-compressed	38843547	40827820	0.95
tpcds_q70/duckdb:vortex-file-compressed	24842799	26456462	0.94
tpcds_q71/duckdb:vortex-file-compressed	21026768	22338943	0.94
tpcds_q72/duckdb:vortex-file-compressed	176934790	185238340	0.96
tpcds_q73/duckdb:vortex-file-compressed	20176577	20617854	0.98
tpcds_q74/duckdb:vortex-file-compressed	52785044	56785337	0.93
tpcds_q75/duckdb:vortex-file-compressed	58800463	61383746	0.96
tpcds_q76/duckdb:vortex-file-compressed 🚀	71290386	81675859	0.87
tpcds_q77/duckdb:vortex-file-compressed 🚀	62513793	80501587	0.78
tpcds_q78/duckdb:vortex-file-compressed	82542958	85364905	0.97
tpcds_q79/duckdb:vortex-file-compressed	41529693	42911147	0.97
tpcds_q80/duckdb:vortex-file-compressed	95303969	100314365	0.95
tpcds_q81/duckdb:vortex-file-compressed	34374495	37299865	0.92
tpcds_q82/duckdb:vortex-file-compressed 🚀	22706953	25393061	0.89
tpcds_q83/duckdb:vortex-file-compressed	28631842	28917246	0.99
tpcds_q84/duckdb:vortex-file-compressed	17136630	18408281	0.93
tpcds_q85/duckdb:vortex-file-compressed	45622937	47270429	0.97
tpcds_q86/duckdb:vortex-file-compressed 🚀	17739800	19829059	0.89
tpcds_q87/duckdb:vortex-file-compressed	42747991	42106063	1.02
tpcds_q88/duckdb:vortex-file-compressed	36358884	36878327	0.99
tpcds_q89/duckdb:vortex-file-compressed	18603723	18722165	0.99
tpcds_q90/duckdb:vortex-file-compressed	15119635	15851098	0.95
tpcds_q91/duckdb:vortex-file-compressed 🚀	26184503	30925712	0.85
tpcds_q92/duckdb:vortex-file-compressed	14129574	15437875	0.92
tpcds_q93/duckdb:vortex-file-compressed	31193797	33279849	0.94
tpcds_q94/duckdb:vortex-file-compressed	21710279	23852375	0.91
tpcds_q95/duckdb:vortex-file-compressed	150392916	149435818	1.01
tpcds_q96/duckdb:vortex-file-compressed	11986413	12478591	0.96
tpcds_q97/duckdb:vortex-file-compressed	40571689	42162586	0.96
tpcds_q98/duckdb:vortex-file-compressed	18449642	19882498	0.93
tpcds_q99/duckdb:vortex-file-compressed	36651292	33666584	1.09

duckdb / vortex-compact (0.939x ➖, 15↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpcds_q01/duckdb:vortex-compact	34234166	36521652	0.94
tpcds_q02/duckdb:vortex-compact	123978494	135199411	0.92
tpcds_q03/duckdb:vortex-compact	50315881	52615102	0.96
tpcds_q04/duckdb:vortex-compact	123633264	134326354	0.92
tpcds_q05/duckdb:vortex-compact 🚀	148775238	171785101	0.87
tpcds_q06/duckdb:vortex-compact	37476385	39745218	0.94
tpcds_q07/duckdb:vortex-compact	35838690	37406131	0.96
tpcds_q08/duckdb:vortex-compact	27720029	28322639	0.98
tpcds_q09/duckdb:vortex-compact	108438318	116784982	0.93
tpcds_q10/duckdb:vortex-compact	45012346	47570754	0.95
tpcds_q11/duckdb:vortex-compact	74904668	77476522	0.97
tpcds_q12/duckdb:vortex-compact	18539158	20245188	0.92
tpcds_q13/duckdb:vortex-compact	47676511	49366765	0.97
tpcds_q14/duckdb:vortex-compact	272319126	286673013	0.95
tpcds_q15/duckdb:vortex-compact	45136399	49318239	0.92
tpcds_q16/duckdb:vortex-compact	37208524	39559602	0.94
tpcds_q17/duckdb:vortex-compact	47947526	50988543	0.94
tpcds_q18/duckdb:vortex-compact	68936006	70289747	0.98
tpcds_q19/duckdb:vortex-compact 🚀	36784641	42216654	0.87
tpcds_q20/duckdb:vortex-compact 🚀	19882684	22220284	0.89
tpcds_q21/duckdb:vortex-compact	27069742	29139062	0.93
tpcds_q22/duckdb:vortex-compact	116506371	126135160	0.92
tpcds_q23/duckdb:vortex-compact 🚀	160413648	181307270	0.88
tpcds_q24/duckdb:vortex-compact	70910971	70765768	1.00
tpcds_q25/duckdb:vortex-compact	48860957	50220232	0.97
tpcds_q26/duckdb:vortex-compact	54060489	56071817	0.96
tpcds_q27/duckdb:vortex-compact	126776502	137045669	0.93
tpcds_q28/duckdb:vortex-compact	106622269	109427084	0.97
tpcds_q29/duckdb:vortex-compact	46950781	50557015	0.93
tpcds_q30/duckdb:vortex-compact	34376784	37967902	0.91
tpcds_q31/duckdb:vortex-compact	31849729	32976225	0.97
tpcds_q32/duckdb:vortex-compact	24258276	23885263	1.02
tpcds_q33/duckdb:vortex-compact	130216724	138785005	0.94
tpcds_q34/duckdb:vortex-compact 🚀	21948346	24614774	0.89
tpcds_q35/duckdb:vortex-compact 🚀	64606991	72252903	0.89
tpcds_q36/duckdb:vortex-compact	31890815	34906366	0.91
tpcds_q37/duckdb:vortex-compact	30587293	32953536	0.93
tpcds_q38/duckdb:vortex-compact	39873487	43869459	0.91
tpcds_q39/duckdb:vortex-compact	52759519	55325106	0.95
tpcds_q40/duckdb:vortex-compact	31075741	33822772	0.92
tpcds_q41/duckdb:vortex-compact	16885253	18667036	0.90
tpcds_q42/duckdb:vortex-compact	14930030	15695034	0.95
tpcds_q43/duckdb:vortex-compact	22989641	23948885	0.96
tpcds_q44/duckdb:vortex-compact	29331966	29922930	0.98
tpcds_q45/duckdb:vortex-compact 🚀	34141639	38222038	0.89
tpcds_q46/duckdb:vortex-compact	55718077	59654915	0.93
tpcds_q47/duckdb:vortex-compact	52406570	56848298	0.92
tpcds_q48/duckdb:vortex-compact	40925859	42430432	0.96
tpcds_q49/duckdb:vortex-compact	46282225	49568331	0.93
tpcds_q50/duckdb:vortex-compact	36294737	39284603	0.92
tpcds_q51/duckdb:vortex-compact	102332108	108487531	0.94
tpcds_q52/duckdb:vortex-compact	15322300	15590501	0.98
tpcds_q53/duckdb:vortex-compact	21533228	22925670	0.94
tpcds_q54/duckdb:vortex-compact	85341528	90603606	0.94
tpcds_q55/duckdb:vortex-compact	15237941	15525662	0.98
tpcds_q56/duckdb:vortex-compact 🚀	126479606	140813877	0.90
tpcds_q57/duckdb:vortex-compact	47516026	51260023	0.93
tpcds_q58/duckdb:vortex-compact	40754460	44052012	0.93
tpcds_q59/duckdb:vortex-compact	77379533	76955916	1.01
tpcds_q60/duckdb:vortex-compact	129662569	141047054	0.92
tpcds_q61/duckdb:vortex-compact	45287474	44973460	1.01
tpcds_q62/duckdb:vortex-compact 🚀	26695910	30061007	0.89
tpcds_q63/duckdb:vortex-compact	22135538	22549320	0.98
tpcds_q64/duckdb:vortex-compact	99775121	106649109	0.94
tpcds_q65/duckdb:vortex-compact	28897281	29164858	0.99
tpcds_q66/duckdb:vortex-compact	98800181	105750424	0.93
tpcds_q67/duckdb:vortex-compact	151509178	160781632	0.94
tpcds_q68/duckdb:vortex-compact 🚀	48297502	55267706	0.87
tpcds_q69/duckdb:vortex-compact	45992660	48609443	0.95
tpcds_q70/duckdb:vortex-compact	29783417	28424571	1.05
tpcds_q71/duckdb:vortex-compact	25831460	27029348	0.96
tpcds_q72/duckdb:vortex-compact	194462027	202324627	0.96
tpcds_q73/duckdb:vortex-compact	21575522	22380937	0.96
tpcds_q74/duckdb:vortex-compact 🚀	54867587	61992521	0.89
tpcds_q75/duckdb:vortex-compact	72301820	77847360	0.93
tpcds_q76/duckdb:vortex-compact	119051835	130545731	0.91
tpcds_q77/duckdb:vortex-compact	118023191	126436434	0.93
tpcds_q78/duckdb:vortex-compact	87584283	92584102	0.95
tpcds_q79/duckdb:vortex-compact	72944708	75231415	0.97
tpcds_q80/duckdb:vortex-compact	154983160	161021345	0.96
tpcds_q81/duckdb:vortex-compact	40019878	44339204	0.90
tpcds_q82/duckdb:vortex-compact 🚀	30165670	34435908	0.88
tpcds_q83/duckdb:vortex-compact	46345849	49057634	0.94
tpcds_q84/duckdb:vortex-compact	21359658	22748201	0.94
tpcds_q85/duckdb:vortex-compact	60293058	64396734	0.94
tpcds_q86/duckdb:vortex-compact 🚀	19412361	22675980	0.86
tpcds_q87/duckdb:vortex-compact	43418324	44720005	0.97
tpcds_q88/duckdb:vortex-compact	34077906	36246906	0.94
tpcds_q89/duckdb:vortex-compact	22919384	24254460	0.94
tpcds_q90/duckdb:vortex-compact	16043907	16847958	0.95
tpcds_q91/duckdb:vortex-compact	44134992	47296800	0.93
tpcds_q92/duckdb:vortex-compact	19932270	20108237	0.99
tpcds_q93/duckdb:vortex-compact 🚀	37204733	41536568	0.90
tpcds_q94/duckdb:vortex-compact	28210898	29888324	0.94
tpcds_q95/duckdb:vortex-compact	166233444	169020922	0.98
tpcds_q96/duckdb:vortex-compact	11629487	11852199	0.98
tpcds_q97/duckdb:vortex-compact 🚀	39674840	46803317	0.85
tpcds_q98/duckdb:vortex-compact	23467372	24056667	0.98
tpcds_q99/duckdb:vortex-compact	36991515	37064781	1.00

duckdb / parquet (0.955x ➖, 8↑ 1↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpcds_q01/duckdb:parquet	45458241	47279712	0.96
tpcds_q02/duckdb:parquet	58205651	62210889	0.94
tpcds_q03/duckdb:parquet	12324263	12481220	0.99
tpcds_q04/duckdb:parquet	124221526	129934980	0.96
tpcds_q05/duckdb:parquet	71772960	77876439	0.92
tpcds_q06/duckdb:parquet	29598755	30795956	0.96
tpcds_q07/duckdb:parquet	23417522	24338469	0.96
tpcds_q08/duckdb:parquet	28071578	28983578	0.97
tpcds_q09/duckdb:parquet	40146780	40504292	0.99
tpcds_q10/duckdb:parquet	34332884	36467929	0.94
tpcds_q11/duckdb:parquet	86527512	89638484	0.97
tpcds_q12/duckdb:parquet	14480653	15031712	0.96
tpcds_q13/duckdb:parquet	35803405	35869120	1.00
tpcds_q14/duckdb:parquet	166836583	169628588	0.98
tpcds_q15/duckdb:parquet	29692151	31664494	0.94
tpcds_q16/duckdb:parquet	21665071	23590331	0.92
tpcds_q17/duckdb:parquet	38917026	39202201	0.99
tpcds_q18/duckdb:parquet	44265693	47749615	0.93
tpcds_q19/duckdb:parquet	29907606	32371754	0.92
tpcds_q20/duckdb:parquet	15462813	15850308	0.98
tpcds_q21/duckdb:parquet 🚀	11181863	14864138	0.75
tpcds_q22/duckdb:parquet	66652864	70861780	0.94
tpcds_q23/duckdb:parquet	112863184	117184762	0.96
tpcds_q24/duckdb:parquet	45412904	46572152	0.98
tpcds_q25/duckdb:parquet	32428899	33569105	0.97
tpcds_q26/duckdb:parquet	37360150	40796523	0.92
tpcds_q27/duckdb:parquet	88903718	92990027	0.96
tpcds_q28/duckdb:parquet	37170068	37632523	0.99
tpcds_q29/duckdb:parquet	35759359	37127134	0.96
tpcds_q30/duckdb:parquet	41177585	42765653	0.96
tpcds_q31/duckdb:parquet	23693450	24565976	0.96
tpcds_q32/duckdb:parquet	11236724	11545214	0.97
tpcds_q33/duckdb:parquet	70973755	73641869	0.96
tpcds_q34/duckdb:parquet	21353023	22773909	0.94
tpcds_q35/duckdb:parquet	59505333	63134971	0.94
tpcds_q36/duckdb:parquet	20564859	20588237	1.00
tpcds_q37/duckdb:parquet	12735766	13269566	0.96
tpcds_q38/duckdb:parquet	35347674	34526227	1.02
tpcds_q39/duckdb:parquet	33494291	32845929	1.02
tpcds_q40/duckdb:parquet	18283502	18766628	0.97
tpcds_q41/duckdb:parquet	7626554	8054106	0.95
tpcds_q42/duckdb:parquet	10409582	10457134	1.00
tpcds_q43/duckdb:parquet	15955732	16764787	0.95
tpcds_q44/duckdb:parquet	21327933	22203261	0.96
tpcds_q45/duckdb:parquet	26667032	28585671	0.93
tpcds_q46/duckdb:parquet	47164387	50155879	0.94
tpcds_q47/duckdb:parquet	46275446	47868138	0.97
tpcds_q48/duckdb:parquet 🚀	30297693	33982829	0.89
tpcds_q49/duckdb:parquet	25736256	26888627	0.96
tpcds_q50/duckdb:parquet	24601660	25251335	0.97
tpcds_q51/duckdb:parquet	96599897	99149492	0.97
tpcds_q52/duckdb:parquet	10607844	11049662	0.96
tpcds_q53/duckdb:parquet	16263828	17134042	0.95
tpcds_q54/duckdb:parquet	40930548	40576651	1.01
tpcds_q55/duckdb:parquet	10780540	11428704	0.94
tpcds_q56/duckdb:parquet	68513376	71465264	0.96
tpcds_q57/duckdb:parquet	35564344	37704878	0.94
tpcds_q58/duckdb:parquet	21240389	22709514	0.94
tpcds_q59/duckdb:parquet	36872310	37100536	0.99
tpcds_q60/duckdb:parquet	73110443	73142905	1.00
tpcds_q61/duckdb:parquet	31146934	32208056	0.97
tpcds_q62/duckdb:parquet 🚀	11280376	13247983	0.85
tpcds_q63/duckdb:parquet	15529433	15839621	0.98
tpcds_q64/duckdb:parquet	74354181	75990159	0.98
tpcds_q65/duckdb:parquet	20213790	20564063	0.98
tpcds_q66/duckdb:parquet 🚀	55157484	61539717	0.90
tpcds_q67/duckdb:parquet	134497617	148839213	0.90
tpcds_q68/duckdb:parquet	37714099	39298509	0.96
tpcds_q69/duckdb:parquet	37246786	39586376	0.94
tpcds_q70/duckdb:parquet 🚀	19983087	22934135	0.87
tpcds_q71/duckdb:parquet 🚨	20779361	18442693	1.13
tpcds_q72/duckdb:parquet	166411083	167994603	0.99
tpcds_q73/duckdb:parquet	18031297	18644391	0.97
tpcds_q74/duckdb:parquet	51149235	53779021	0.95
tpcds_q75/duckdb:parquet	53725785	54562286	0.98
tpcds_q76/duckdb:parquet	74180773	71374894	1.04
tpcds_q77/duckdb:parquet	62604121	64102639	0.98
tpcds_q78/duckdb:parquet	76455040	78118812	0.98
tpcds_q79/duckdb:parquet	27278326	28404748	0.96
tpcds_q80/duckdb:parquet	83121054	86264699	0.96
tpcds_q81/duckdb:parquet	46684350	47067856	0.99
tpcds_q82/duckdb:parquet	15633624	16805878	0.93
tpcds_q83/duckdb:parquet	16719862	16932619	0.99
tpcds_q84/duckdb:parquet	19364156	20381510	0.95
tpcds_q85/duckdb:parquet	40119334	41263340	0.97
tpcds_q86/duckdb:parquet	12506307	12855987	0.97
tpcds_q87/duckdb:parquet	37495986	37875981	0.99
tpcds_q88/duckdb:parquet	28654936	29678241	0.97
tpcds_q89/duckdb:parquet	17590258	18027577	0.98
tpcds_q90/duckdb:parquet	7261646	7464861	0.97
tpcds_q91/duckdb:parquet	23639390	23048579	1.03
tpcds_q92/duckdb:parquet 🚀	11277734	12673161	0.89
tpcds_q93/duckdb:parquet	30296581	33466146	0.91
tpcds_q94/duckdb:parquet	15869639	17576012	0.90
tpcds_q95/duckdb:parquet 🚀	118837692	155783370	0.76
tpcds_q96/duckdb:parquet	9339047	9556029	0.98
tpcds_q97/duckdb:parquet 🚀	34200161	38843945	0.88
tpcds_q98/duckdb:parquet	17826839	19166674	0.93
tpcds_q99/duckdb:parquet	19196096	20195083	0.95

duckdb / duckdb (0.944x ➖, 13↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpcds_q01/duckdb:duckdb	20331724	20800765	0.98
tpcds_q02/duckdb:duckdb	18324368	18626439	0.98
tpcds_q03/duckdb:duckdb	8354857	9155810	0.91
tpcds_q04/duckdb:duckdb	159331138	168592278	0.95
tpcds_q05/duckdb:duckdb	18320278	19917453	0.92
tpcds_q06/duckdb:duckdb	21741835	23616213	0.92
tpcds_q07/duckdb:duckdb	38352057	41144865	0.93
tpcds_q08/duckdb:duckdb	119921989	121029344	0.99
tpcds_q09/duckdb:duckdb	19804275	19513074	1.01
tpcds_q10/duckdb:duckdb	23761833	24011429	0.99
tpcds_q11/duckdb:duckdb	136009694	147152849	0.92
tpcds_q12/duckdb:duckdb	11453389	11674844	0.98
tpcds_q13/duckdb:duckdb	24118132	24212676	1.00
tpcds_q14/duckdb:duckdb	92452749	96534900	0.96
tpcds_q15/duckdb:duckdb	24422131	25801014	0.95
tpcds_q16/duckdb:duckdb	17119436	17671327	0.97
tpcds_q17/duckdb:duckdb	22212589	22154825	1.00
tpcds_q18/duckdb:duckdb	42338607	46140563	0.92
tpcds_q19/duckdb:duckdb	16480048	16701287	0.99
tpcds_q20/duckdb:duckdb	11185188	12003487	0.93
tpcds_q21/duckdb:duckdb	6388781	6792457	0.94
tpcds_q22/duckdb:duckdb	60331967	64954646	0.93
tpcds_q23/duckdb:duckdb	72603481	77866493	0.93
tpcds_q24/duckdb:duckdb 🚀	22379733	24939735	0.90
tpcds_q25/duckdb:duckdb	16615901	17363200	0.96
tpcds_q26/duckdb:duckdb	25658956	25913135	0.99
tpcds_q27/duckdb:duckdb 🚀	37960335	42355989	0.90
tpcds_q28/duckdb:duckdb	21069960	22159597	0.95
tpcds_q29/duckdb:duckdb	19771959	20446063	0.97
tpcds_q30/duckdb:duckdb 🚀	25525647	31136635	0.82
tpcds_q31/duckdb:duckdb	20514303	20536859	1.00
tpcds_q32/duckdb:duckdb 🚀	6663414	7468047	0.89
tpcds_q33/duckdb:duckdb	12118431	13267079	0.91
tpcds_q34/duckdb:duckdb	14658998	15612637	0.94
tpcds_q35/duckdb:duckdb 🚀	32191961	36565780	0.88
tpcds_q36/duckdb:duckdb	69069965	74863573	0.92
tpcds_q37/duckdb:duckdb	7593755	8250154	0.92
tpcds_q38/duckdb:duckdb	32125422	31469050	1.02
tpcds_q39/duckdb:duckdb	26039403	27137825	0.96
tpcds_q40/duckdb:duckdb	14163102	14108077	1.00
tpcds_q41/duckdb:duckdb	7851890	8426294	0.93
tpcds_q42/duckdb:duckdb 🚀	5710485	6869302	0.83
tpcds_q43/duckdb:duckdb	10925772	11883698	0.92
tpcds_q44/duckdb:duckdb	13339834	13853462	0.96
tpcds_q45/duckdb:duckdb	17628986	17968228	0.98
tpcds_q46/duckdb:duckdb	35432559	37105499	0.95
tpcds_q47/duckdb:duckdb	40232740	41818661	0.96
tpcds_q48/duckdb:duckdb	21441411	21944578	0.98
tpcds_q49/duckdb:duckdb	15960353	17090914	0.93
tpcds_q50/duckdb:duckdb	13734490	15036068	0.91
tpcds_q51/duckdb:duckdb	90834652	93087469	0.98
tpcds_q52/duckdb:duckdb 🚀	6852876	7815363	0.88
tpcds_q53/duckdb:duckdb	11739514	12089512	0.97
tpcds_q54/duckdb:duckdb	16316642	17403381	0.94
tpcds_q55/duckdb:duckdb	6589718	6948537	0.95
tpcds_q56/duckdb:duckdb	12591010	13947431	0.90
tpcds_q57/duckdb:duckdb	31493301	32091761	0.98
tpcds_q58/duckdb:duckdb	11505853	12774399	0.90
tpcds_q59/duckdb:duckdb	34127445	35640067	0.96
tpcds_q60/duckdb:duckdb 🚀	13892565	16251479	0.85
tpcds_q61/duckdb:duckdb	13895212	15034493	0.92
tpcds_q62/duckdb:duckdb 🚀	8889093	10077700	0.88
tpcds_q63/duckdb:duckdb	10522322	11371858	0.93
tpcds_q64/duckdb:duckdb	50376874	54151953	0.93
tpcds_q65/duckdb:duckdb	33258336	35334450	0.94
tpcds_q66/duckdb:duckdb	23905075	25887312	0.92
tpcds_q67/duckdb:duckdb	128127175	136467409	0.94
tpcds_q68/duckdb:duckdb	24652683	25784370	0.96
tpcds_q69/duckdb:duckdb	22530561	25017625	0.90
tpcds_q70/duckdb:duckdb	13999197	14068874	1.00
tpcds_q71/duckdb:duckdb	13052110	13752954	0.95
tpcds_q72/duckdb:duckdb	41629054	41030182	1.01
tpcds_q73/duckdb:duckdb	10253943	11267106	0.91
tpcds_q74/duckdb:duckdb	96991730	103974780	0.93
tpcds_q75/duckdb:duckdb	42177156	45296927	0.93
tpcds_q76/duckdb:duckdb	11733120	12619459	0.93
tpcds_q77/duckdb:duckdb	12061389	11898511	1.01
tpcds_q78/duckdb:duckdb	61943130	64551657	0.96
tpcds_q79/duckdb:duckdb	18086122	18187125	0.99
tpcds_q80/duckdb:duckdb	28338458	29806342	0.95
tpcds_q81/duckdb:duckdb	36014255	36738736	0.98
tpcds_q82/duckdb:duckdb	8034989	8582342	0.94
tpcds_q83/duckdb:duckdb	8818315	9713084	0.91
tpcds_q84/duckdb:duckdb	14017172	14937528	0.94
tpcds_q85/duckdb:duckdb 🚀	23212745	25955951	0.89
tpcds_q86/duckdb:duckdb	10318172	10570223	0.98
tpcds_q87/duckdb:duckdb	34132615	35399300	0.96
tpcds_q88/duckdb:duckdb	23773603	24459285	0.97
tpcds_q89/duckdb:duckdb	13195059	14094806	0.94
tpcds_q90/duckdb:duckdb 🚀	5328492	6268828	0.85
tpcds_q91/duckdb:duckdb	12753368	13344317	0.96
tpcds_q92/duckdb:duckdb 🚀	8300257	9795112	0.85
tpcds_q93/duckdb:duckdb 🚀	20864110	24009108	0.87
tpcds_q94/duckdb:duckdb	13116021	12894982	1.02
tpcds_q95/duckdb:duckdb	126719902	116615218	1.09
tpcds_q96/duckdb:duckdb	4528247	4724926	0.96
tpcds_q97/duckdb:duckdb	30540553	32048368	0.95
tpcds_q98/duckdb:duckdb	13648664	13903999	0.98
tpcds_q99/duckdb:duckdb	16346385	16531981	0.99

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	-2.3%	-3.9%	+1.7%	+10.8%	➖ noise
1	datafusion:vortex-file-compressed	+2.8%	-3.9%	+6.9%	+10.8%	➖ noise
1	duckdb:duckdb	-2.3%	-3.9%	+1.7%	+11.3%	➖ noise
1	duckdb:vortex-compact	-6.3%	-3.9%	-2.5%	+17.9%	➖ noise
1	duckdb:vortex-file-compressed	-10.4%	-3.9%	-6.8%	+16.6%	➖ noise
2	datafusion:vortex-compact	-3.8%	-2.5%	-1.4%	+10.8%	➖ noise
2	datafusion:vortex-file-compressed	-1.1%	-2.5%	+1.4%	+10.8%	➖ noise
2	duckdb:duckdb	-1.6%	-2.5%	+0.9%	+12.7%	➖ noise
2	duckdb:vortex-compact	-8.3%	-2.5%	-6.0%	+10.8%	➖ noise
2	duckdb:vortex-file-compressed	-9.6%	-2.5%	-7.4%	+13.5%	➖ noise
3	datafusion:vortex-compact	-3.1%	-3.7%	+0.6%	+12.0%	➖ noise
3	datafusion:vortex-file-compressed	+2.1%	-3.7%	+6.0%	+14.6%	➖ noise
3	duckdb:duckdb	-8.7%	-3.7%	-5.3%	+18.8%	➖ noise
3	duckdb:vortex-compact	-4.4%	-3.7%	-0.7%	+13.4%	➖ noise
3	duckdb:vortex-file-compressed	-13.2%	-3.7%	-9.9%	+10.8%	✅ faster
4	datafusion:vortex-compact	-8.1%	-7.3%	-0.9%	+10.8%	➖ noise
4	datafusion:vortex-file-compressed	-4.8%	-7.3%	+2.7%	+10.8%	➖ noise
4	duckdb:duckdb	-5.5%	-7.3%	+1.9%	+10.8%	➖ noise
4	duckdb:vortex-compact	-8.0%	-7.3%	-0.7%	+12.7%	➖ noise
4	duckdb:vortex-file-compressed	-6.3%	-7.3%	+1.1%	+10.8%	➖ noise
5	datafusion:vortex-compact	+0.4%	-6.6%	+7.5%	+10.8%	➖ noise
5	datafusion:vortex-file-compressed	+3.6%	-6.6%	+10.9%	+10.8%	🚨 regression
5	duckdb:duckdb	-8.0%	-6.6%	-1.5%	+16.0%	➖ noise
5	duckdb:vortex-compact	-13.4%	-6.6%	-7.3%	+10.8%	➖ noise
5	duckdb:vortex-file-compressed	-9.7%	-6.6%	-3.3%	+11.5%	➖ noise
6	datafusion:vortex-compact	-3.0%	-2.2%	-0.8%	+10.8%	➖ noise
6	datafusion:vortex-file-compressed	+3.3%	-2.2%	+5.7%	+12.6%	➖ noise
6	duckdb:duckdb	-7.9%	-2.2%	-5.8%	+14.5%	➖ noise
6	duckdb:vortex-compact	-5.7%	-2.2%	-3.5%	+10.8%	➖ noise
6	duckdb:vortex-file-compressed	-7.4%	-2.2%	-5.3%	+10.8%	➖ noise
7	datafusion:vortex-compact	-5.2%	-6.0%	+0.8%	+10.8%	➖ noise
7	datafusion:vortex-file-compressed	-0.3%	-6.0%	+6.0%	+10.8%	➖ noise
7	duckdb:duckdb	-6.8%	-6.0%	-0.8%	+17.6%	➖ noise
7	duckdb:vortex-compact	-4.2%	-6.0%	+1.9%	+10.8%	➖ noise
7	duckdb:vortex-file-compressed	-8.5%	-6.0%	-2.6%	+15.8%	➖ noise
8	datafusion:vortex-compact	-3.8%	-0.9%	-3.0%	+10.8%	➖ noise
8	datafusion:vortex-file-compressed	+3.3%	-0.9%	+4.2%	+10.8%	➖ noise
8	duckdb:duckdb	-0.9%	-0.9%	-0.1%	+10.8%	➖ noise
8	duckdb:vortex-compact	-2.1%	-0.9%	-1.3%	+10.8%	➖ noise
8	duckdb:vortex-file-compressed	-7.7%	-0.9%	-6.9%	+10.8%	➖ noise
9	datafusion:vortex-compact	-7.8%	+1.3%	-9.0%	+10.8%	➖ noise
9	datafusion:vortex-file-compressed	-8.5%	+1.3%	-9.7%	+10.8%	➖ noise
9	duckdb:duckdb	+1.5%	+1.3%	+0.2%	+10.8%	➖ noise
9	duckdb:vortex-compact	-7.1%	+1.3%	-8.3%	+10.8%	➖ noise
9	duckdb:vortex-file-compressed	-10.2%	+1.3%	-11.4%	+11.2%	✅ faster
10	datafusion:vortex-compact	+1.4%	-4.8%	+6.5%	+10.8%	➖ noise
10	datafusion:vortex-file-compressed	+6.6%	-4.8%	+12.0%	+10.8%	🚨 regression
10	duckdb:duckdb	-1.0%	-4.8%	+3.9%	+10.8%	➖ noise
10	duckdb:vortex-compact	-5.4%	-4.8%	-0.6%	+10.8%	➖ noise
10	duckdb:vortex-file-compressed	-6.7%	-4.8%	-2.0%	+10.8%	➖ noise
11	datafusion:vortex-compact	-8.2%	-2.0%	-6.4%	+10.8%	➖ noise
11	datafusion:vortex-file-compressed	-1.5%	-2.0%	+0.5%	+10.8%	➖ noise
11	duckdb:duckdb	-7.6%	-2.0%	-5.7%	+10.8%	➖ noise
11	duckdb:vortex-compact	-3.3%	-2.0%	-1.3%	+10.8%	➖ noise
11	duckdb:vortex-file-compressed	-2.5%	-2.0%	-0.5%	+10.8%	➖ noise
12	datafusion:vortex-compact	-5.3%	-1.7%	-3.7%	+11.0%	➖ noise
12	datafusion:vortex-file-compressed	-5.6%	-1.7%	-3.9%	+13.0%	➖ noise
12	duckdb:duckdb	-1.9%	-1.7%	-0.2%	+10.8%	➖ noise
12	duckdb:vortex-compact	-8.4%	-1.7%	-6.8%	+17.9%	➖ noise
12	duckdb:vortex-file-compressed	-6.3%	-1.7%	-4.7%	+13.8%	➖ noise
13	datafusion:vortex-compact	-5.9%	-0.9%	-5.1%	+10.8%	➖ noise
13	datafusion:vortex-file-compressed	-2.9%	-0.9%	-2.1%	+10.8%	➖ noise
13	duckdb:duckdb	-0.4%	-0.9%	+0.5%	+10.8%	➖ noise
13	duckdb:vortex-compact	-3.4%	-0.9%	-2.6%	+10.8%	➖ noise
13	duckdb:vortex-file-compressed	-9.2%	-0.9%	-8.4%	+12.4%	➖ noise
14	datafusion:vortex-compact	-5.6%	-3.7%	-1.9%	+10.8%	➖ noise
14	datafusion:vortex-file-compressed	-1.5%	-3.7%	+2.4%	+10.8%	➖ noise
14	duckdb:duckdb	-4.2%	-3.7%	-0.5%	+10.8%	➖ noise
14	duckdb:vortex-compact	-5.0%	-3.7%	-1.3%	+10.8%	➖ noise
14	duckdb:vortex-file-compressed	+4.0%	-3.7%	+8.0%	+10.8%	➖ noise
15	datafusion:vortex-compact	-4.9%	-4.6%	-0.3%	+16.9%	➖ noise
15	datafusion:vortex-file-compressed	-15.5%	-4.6%	-11.5%	+14.3%	➖ noise
15	duckdb:duckdb	-5.3%	-4.6%	-0.8%	+15.2%	➖ noise
15	duckdb:vortex-compact	-8.5%	-4.6%	-4.1%	+12.6%	➖ noise
15	duckdb:vortex-file-compressed	-6.6%	-4.6%	-2.1%	+15.5%	➖ noise
16	datafusion:vortex-compact	-7.2%	-9.0%	+1.9%	+11.3%	➖ noise
16	datafusion:vortex-file-compressed	-2.5%	-9.0%	+7.1%	+10.8%	➖ noise
16	duckdb:duckdb	-3.1%	-9.0%	+6.4%	+13.3%	➖ noise
16	duckdb:vortex-compact	-5.9%	-9.0%	+3.3%	+15.9%	➖ noise
16	duckdb:vortex-file-compressed	-0.4%	-9.0%	+9.4%	+10.8%	➖ noise
17	datafusion:vortex-compact	-7.0%	-1.5%	-5.5%	+10.8%	➖ noise
17	datafusion:vortex-file-compressed	-5.3%	-1.5%	-3.8%	+10.8%	➖ noise
17	duckdb:duckdb	+0.3%	-1.5%	+1.8%	+13.6%	➖ noise
17	duckdb:vortex-compact	-6.0%	-1.5%	-4.5%	+10.8%	➖ noise
17	duckdb:vortex-file-compressed	-8.6%	-1.5%	-7.2%	+10.8%	➖ noise
18	datafusion:vortex-compact	-4.8%	-6.2%	+1.6%	+10.8%	➖ noise
18	datafusion:vortex-file-compressed	+2.0%	-6.2%	+8.7%	+10.8%	➖ noise
18	duckdb:duckdb	-8.2%	-6.2%	-2.1%	+10.8%	➖ noise
18	duckdb:vortex-compact	-1.9%	-6.2%	+4.6%	+11.4%	➖ noise
18	duckdb:vortex-file-compressed	-10.9%	-6.2%	-4.9%	+10.8%	➖ noise
19	datafusion:vortex-compact	-1.5%	-5.1%	+3.8%	+10.8%	➖ noise
19	datafusion:vortex-file-compressed	-2.4%	-5.1%	+2.8%	+10.8%	➖ noise
19	duckdb:duckdb	-1.3%	-5.1%	+4.0%	+12.1%	➖ noise
19	duckdb:vortex-compact	-12.9%	-5.1%	-8.2%	+10.8%	➖ noise
19	duckdb:vortex-file-compressed	-6.8%	-5.1%	-1.8%	+10.8%	➖ noise
20	datafusion:vortex-compact	-7.9%	-3.4%	-4.7%	+10.8%	➖ noise
20	datafusion:vortex-file-compressed	-0.6%	-3.4%	+2.9%	+10.8%	➖ noise
20	duckdb:duckdb	-6.8%	-3.4%	-3.6%	+11.4%	➖ noise
20	duckdb:vortex-compact	-10.5%	-3.4%	-7.4%	+10.8%	➖ noise
20	duckdb:vortex-file-compressed	-3.7%	-3.4%	-0.3%	+15.9%	➖ noise
21	datafusion:vortex-compact	-8.6%	-19.4%	+13.5%	+18.6%	➖ noise
21	datafusion:vortex-file-compressed	+1.8%	-19.4%	+26.4%	+11.9%	🚨 regression
21	duckdb:duckdb	-5.9%	-19.4%	+16.8%	+19.1%	➖ noise
21	duckdb:vortex-compact	-7.1%	-19.4%	+15.3%	+13.3%	🚨 regression
21	duckdb:vortex-file-compressed	-1.5%	-19.4%	+22.3%	+22.0%	🚨 regression
22	datafusion:vortex-compact	-16.1%	+1.5%	-17.3%	+15.6%	✅ faster
22	datafusion:vortex-file-compressed	-4.8%	+1.5%	-6.2%	+12.8%	➖ noise
22	duckdb:duckdb	-7.1%	+1.5%	-8.5%	+11.0%	➖ noise
22	duckdb:vortex-compact	-7.6%	+1.5%	-9.0%	+10.8%	➖ noise
22	duckdb:vortex-file-compressed	-5.7%	+1.5%	-7.1%	+10.9%	➖ noise
23	datafusion:vortex-compact	-1.1%	-7.4%	+6.8%	+10.8%	➖ noise
23	datafusion:vortex-file-compressed	+1.7%	-7.4%	+9.8%	+10.8%	➖ noise
23	duckdb:duckdb	-6.8%	-7.4%	+0.7%	+14.7%	➖ noise
23	duckdb:vortex-compact	-11.5%	-7.4%	-4.5%	+10.8%	➖ noise
23	duckdb:vortex-file-compressed	-9.4%	-7.4%	-2.2%	+10.8%	➖ noise
24	datafusion:vortex-compact	-4.1%	-5.6%	+1.6%	+10.8%	➖ noise
24	datafusion:vortex-file-compressed	+1.9%	-5.6%	+8.0%	+10.8%	➖ noise
24	duckdb:duckdb	-10.3%	-5.6%	-4.9%	+11.1%	➖ noise
24	duckdb:vortex-compact	+0.2%	-5.6%	+6.2%	+12.5%	➖ noise
24	duckdb:vortex-file-compressed	-11.5%	-5.6%	-6.2%	+11.2%	➖ noise
25	datafusion:vortex-compact	-4.7%	-3.3%	-1.4%	+10.8%	➖ noise
25	datafusion:vortex-file-compressed	-0.3%	-3.3%	+3.1%	+10.8%	➖ noise
25	duckdb:duckdb	-4.3%	-3.3%	-1.0%	+16.1%	➖ noise
25	duckdb:vortex-compact	-2.7%	-3.3%	+0.6%	+10.8%	➖ noise
25	duckdb:vortex-file-compressed	-2.5%	-3.3%	+0.8%	+10.8%	➖ noise
26	datafusion:vortex-compact	-8.6%	-9.4%	+0.9%	+10.8%	➖ noise
26	datafusion:vortex-file-compressed	-2.2%	-9.4%	+7.9%	+10.8%	➖ noise
26	duckdb:duckdb	-1.0%	-9.4%	+9.3%	+13.1%	➖ noise
26	duckdb:vortex-compact	-3.6%	-9.4%	+6.4%	+13.7%	➖ noise
26	duckdb:vortex-file-compressed	-0.5%	-9.4%	+9.8%	+21.9%	➖ noise
27	datafusion:vortex-compact	-6.6%	-8.3%	+1.9%	+10.8%	➖ noise
27	datafusion:vortex-file-compressed	-4.1%	-8.3%	+4.6%	+10.8%	➖ noise
27	duckdb:duckdb	-10.4%	-8.3%	-2.2%	+20.4%	➖ noise
27	duckdb:vortex-compact	-7.5%	-8.3%	+0.9%	+10.8%	➖ noise
27	duckdb:vortex-file-compressed	-7.8%	-8.3%	+0.5%	+10.8%	➖ noise
28	datafusion:vortex-compact	-3.1%	-1.5%	-1.6%	+10.8%	➖ noise
28	datafusion:vortex-file-compressed	-21.6%	-1.5%	-20.4%	+10.8%	✅ faster
28	duckdb:duckdb	-4.9%	-1.5%	-3.5%	+10.8%	➖ noise
28	duckdb:vortex-compact	-2.6%	-1.5%	-1.1%	+10.8%	➖ noise
28	duckdb:vortex-file-compressed	-6.7%	-1.5%	-5.4%	+10.8%	➖ noise
29	datafusion:vortex-compact	-3.4%	-4.3%	+1.0%	+10.8%	➖ noise
29	datafusion:vortex-file-compressed	-0.2%	-4.3%	+4.4%	+10.8%	➖ noise
29	duckdb:duckdb	-3.3%	-4.3%	+1.1%	+10.8%	➖ noise
29	duckdb:vortex-compact	-7.1%	-4.3%	-2.9%	+10.8%	➖ noise
29	duckdb:vortex-file-compressed	-9.7%	-4.3%	-5.6%	+10.8%	➖ noise
30	datafusion:vortex-compact	-2.7%	-3.7%	+1.0%	+10.8%	➖ noise
30	datafusion:vortex-file-compressed	-6.4%	-3.7%	-2.8%	+12.9%	➖ noise
30	duckdb:duckdb	-18.0%	-3.7%	-14.9%	+10.8%	✅ faster
30	duckdb:vortex-compact	-9.5%	-3.7%	-6.0%	+17.0%	➖ noise
30	duckdb:vortex-file-compressed	-4.3%	-3.7%	-0.6%	+10.8%	➖ noise
31	datafusion:vortex-compact	-5.6%	-4.3%	-1.4%	+10.8%	➖ noise
31	datafusion:vortex-file-compressed	-2.7%	-4.3%	+1.6%	+10.8%	➖ noise
31	duckdb:duckdb	-0.1%	-4.3%	+4.3%	+11.0%	➖ noise
31	duckdb:vortex-compact	-3.4%	-4.3%	+0.9%	+10.8%	➖ noise
31	duckdb:vortex-file-compressed	-0.1%	-4.3%	+4.4%	+18.7%	➖ noise
32	datafusion:vortex-compact	-8.1%	-1.9%	-6.4%	+10.8%	➖ noise
32	datafusion:vortex-file-compressed	-5.1%	-1.9%	-3.3%	+10.8%	➖ noise
32	duckdb:duckdb	-10.8%	-1.9%	-9.1%	+18.6%	➖ noise
32	duckdb:vortex-compact	+1.6%	-1.9%	+3.5%	+10.8%	➖ noise
32	duckdb:vortex-file-compressed	-2.2%	-1.9%	-0.3%	+10.8%	➖ noise
33	datafusion:vortex-compact	-3.9%	-2.3%	-1.6%	+10.8%	➖ noise
33	datafusion:vortex-file-compressed	-7.2%	-2.3%	-5.0%	+11.1%	➖ noise
33	duckdb:duckdb	-8.7%	-2.3%	-6.5%	+11.8%	➖ noise
33	duckdb:vortex-compact	-6.2%	-2.3%	-3.9%	+11.3%	➖ noise
33	duckdb:vortex-file-compressed	-3.8%	-2.3%	-1.5%	+15.6%	➖ noise
34	datafusion:vortex-compact	-5.7%	-4.8%	-1.0%	+10.8%	➖ noise
34	datafusion:vortex-file-compressed	-5.6%	-4.8%	-0.9%	+10.8%	➖ noise
34	duckdb:duckdb	-6.1%	-4.8%	-1.4%	+10.8%	➖ noise
34	duckdb:vortex-compact	-10.8%	-4.8%	-6.4%	+10.8%	➖ noise
34	duckdb:vortex-file-compressed	-3.8%	-4.8%	+1.0%	+10.8%	➖ noise
35	datafusion:vortex-compact	-7.4%	-3.4%	-4.2%	+10.8%	➖ noise
35	datafusion:vortex-file-compressed	+1.0%	-3.4%	+4.5%	+10.8%	➖ noise
35	duckdb:duckdb	-12.0%	-3.4%	-8.9%	+19.7%	➖ noise
35	duckdb:vortex-compact	-10.6%	-3.4%	-7.4%	+10.8%	➖ noise
35	duckdb:vortex-file-compressed	-12.5%	-3.4%	-9.4%	+11.6%	➖ noise
36	datafusion:vortex-compact	-1.5%	-1.5%	+0.0%	+10.8%	➖ noise
36	datafusion:vortex-file-compressed	-4.5%	-1.5%	-3.0%	+10.8%	➖ noise
36	duckdb:duckdb	-7.7%	-1.5%	-6.3%	+10.8%	➖ noise
36	duckdb:vortex-compact	-8.6%	-1.5%	-7.2%	+10.8%	➖ noise
36	duckdb:vortex-file-compressed	+0.6%	-1.5%	+2.2%	+10.8%	➖ noise
37	datafusion:vortex-compact	-10.4%	-4.0%	-6.7%	+10.8%	➖ noise
37	datafusion:vortex-file-compressed	-6.2%	-4.0%	-2.3%	+13.2%	➖ noise
37	duckdb:duckdb	-8.0%	-4.0%	-4.1%	+18.0%	➖ noise
37	duckdb:vortex-compact	-7.2%	-4.0%	-3.3%	+12.6%	➖ noise
37	duckdb:vortex-file-compressed	-15.4%	-4.0%	-11.9%	+15.6%	➖ noise
38	datafusion:vortex-compact	-7.4%	-2.5%	-5.1%	+10.8%	➖ noise
38	datafusion:vortex-file-compressed	+2.4%	-2.5%	+5.0%	+10.8%	➖ noise
38	duckdb:duckdb	+2.1%	-2.5%	+4.7%	+12.8%	➖ noise
38	duckdb:vortex-compact	-9.1%	-2.5%	-6.8%	+15.1%	➖ noise
38	duckdb:vortex-file-compressed	-6.1%	-2.5%	-3.6%	+15.4%	➖ noise
39	datafusion:vortex-compact	-0.7%	-1.9%	+1.2%	+14.7%	➖ noise
39	datafusion:vortex-file-compressed	-3.7%	-1.9%	-1.8%	+16.4%	➖ noise
39	duckdb:duckdb	-4.0%	-1.9%	-2.2%	+14.0%	➖ noise
39	duckdb:vortex-compact	-4.6%	-1.9%	-2.8%	+17.6%	➖ noise
39	duckdb:vortex-file-compressed	-11.6%	-1.9%	-9.9%	+16.6%	➖ noise
40	datafusion:vortex-compact	-8.5%	-3.0%	-5.7%	+10.8%	➖ noise
40	datafusion:vortex-file-compressed	-5.0%	-3.0%	-2.1%	+10.8%	➖ noise
40	duckdb:duckdb	+0.4%	-3.0%	+3.4%	+10.8%	➖ noise
40	duckdb:vortex-compact	-8.1%	-3.0%	-5.3%	+13.3%	➖ noise
40	duckdb:vortex-file-compressed	-6.4%	-3.0%	-3.6%	+10.8%	➖ noise
41	datafusion:vortex-compact	-10.6%	-5.9%	-5.0%	+11.0%	➖ noise
41	datafusion:vortex-file-compressed	-2.6%	-5.9%	+3.6%	+10.8%	➖ noise
41	duckdb:duckdb	-6.8%	-5.9%	-0.9%	+10.8%	➖ noise
41	duckdb:vortex-compact	-9.5%	-5.9%	-3.8%	+10.8%	➖ noise
41	duckdb:vortex-file-compressed	-16.8%	-5.9%	-11.6%	+12.8%	✅ faster
42	datafusion:vortex-compact	-3.8%	-4.7%	+1.0%	+10.9%	➖ noise
42	datafusion:vortex-file-compressed	-2.2%	-4.7%	+2.7%	+10.8%	➖ noise
42	duckdb:duckdb	-16.9%	-4.7%	-12.8%	+16.7%	➖ noise
42	duckdb:vortex-compact	-4.9%	-4.7%	-0.2%	+16.5%	➖ noise
42	duckdb:vortex-file-compressed	-2.8%	-4.7%	+2.1%	+14.7%	➖ noise
43	datafusion:vortex-compact	-1.2%	-3.0%	+1.9%	+10.8%	➖ noise
43	datafusion:vortex-file-compressed	-2.8%	-3.0%	+0.2%	+10.8%	➖ noise
43	duckdb:duckdb	-8.1%	-3.0%	-5.2%	+14.2%	➖ noise
43	duckdb:vortex-compact	-4.0%	-3.0%	-1.0%	+10.8%	➖ noise
43	duckdb:vortex-file-compressed	-0.9%	-3.0%	+2.1%	+10.8%	➖ noise
44	datafusion:vortex-compact	-5.5%	-2.9%	-2.7%	+10.8%	➖ noise
44	datafusion:vortex-file-compressed	-5.7%	-2.9%	-2.9%	+10.8%	➖ noise
44	duckdb:duckdb	-3.7%	-2.9%	-0.9%	+12.6%	➖ noise
44	duckdb:vortex-compact	-2.0%	-2.9%	+0.9%	+12.5%	➖ noise
44	duckdb:vortex-file-compressed	-5.9%	-2.9%	-3.1%	+13.1%	➖ noise
45	datafusion:vortex-compact	-7.9%	-5.4%	-2.7%	+10.8%	➖ noise
45	datafusion:vortex-file-compressed	+0.5%	-5.4%	+6.2%	+10.8%	➖ noise
45	duckdb:duckdb	-1.9%	-5.4%	+3.7%	+11.2%	➖ noise
45	duckdb:vortex-compact	-10.7%	-5.4%	-5.6%	+15.0%	➖ noise
45	duckdb:vortex-file-compressed	-9.2%	-5.4%	-4.1%	+10.8%	➖ noise
46	datafusion:vortex-compact	-5.7%	-4.2%	-1.6%	+10.8%	➖ noise
46	datafusion:vortex-file-compressed	-1.6%	-4.2%	+2.7%	+10.8%	➖ noise
46	duckdb:duckdb	-4.5%	-4.2%	-0.4%	+10.8%	➖ noise
46	duckdb:vortex-compact	-6.6%	-4.2%	-2.5%	+10.8%	➖ noise
46	duckdb:vortex-file-compressed	-4.8%	-4.2%	-0.6%	+10.8%	➖ noise
47	datafusion:vortex-compact	-7.0%	-5.6%	-1.5%	+10.8%	➖ noise
47	datafusion:vortex-file-compressed	-6.3%	-5.6%	-0.8%	+10.8%	➖ noise
47	duckdb:duckdb	-3.8%	-5.6%	+1.9%	+10.8%	➖ noise
47	duckdb:vortex-compact	-7.8%	-5.6%	-2.4%	+12.8%	➖ noise
47	duckdb:vortex-file-compressed	-5.4%	-5.6%	+0.2%	+10.8%	➖ noise
48	datafusion:vortex-compact	-1.3%	-7.0%	+6.1%	+10.8%	➖ noise
48	datafusion:vortex-file-compressed	-1.0%	-7.0%	+6.5%	+10.8%	➖ noise
48	duckdb:duckdb	-2.3%	-7.0%	+5.1%	+10.8%	➖ noise
48	duckdb:vortex-compact	-3.5%	-7.0%	+3.7%	+10.8%	➖ noise
48	duckdb:vortex-file-compressed	-5.2%	-7.0%	+1.9%	+10.8%	➖ noise
49	datafusion:vortex-compact	-8.1%	-6.8%	-1.5%	+10.8%	➖ noise
49	datafusion:vortex-file-compressed	-4.4%	-6.8%	+2.6%	+10.8%	➖ noise
49	duckdb:duckdb	-6.6%	-6.8%	+0.2%	+17.8%	➖ noise
49	duckdb:vortex-compact	-6.6%	-6.8%	+0.1%	+11.7%	➖ noise
49	duckdb:vortex-file-compressed	-1.4%	-6.8%	+5.7%	+14.0%	➖ noise
50	datafusion:vortex-compact	-6.2%	-4.5%	-1.8%	+10.8%	➖ noise
50	datafusion:vortex-file-compressed	-5.4%	-4.5%	-1.0%	+10.8%	➖ noise
50	duckdb:duckdb	-8.7%	-4.5%	-4.4%	+10.8%	➖ noise
50	duckdb:vortex-compact	-7.6%	-4.5%	-3.3%	+10.8%	➖ noise
50	duckdb:vortex-file-compressed	-5.3%	-4.5%	-0.9%	+10.8%	➖ noise
51	datafusion:vortex-compact	-4.0%	-3.5%	-0.5%	+10.8%	➖ noise
51	datafusion:vortex-file-compressed	-0.6%	-3.5%	+3.0%	+10.8%	➖ noise
51	duckdb:duckdb	-2.4%	-3.5%	+1.1%	+23.8%	➖ noise
51	duckdb:vortex-compact	-5.7%	-3.5%	-2.3%	+16.0%	➖ noise
51	duckdb:vortex-file-compressed	-6.1%	-3.5%	-2.7%	+14.4%	➖ noise
52	datafusion:vortex-compact	-3.8%	-7.9%	+4.5%	+19.2%	➖ noise
52	datafusion:vortex-file-compressed	-4.0%	-7.9%	+4.3%	+14.7%	➖ noise
52	duckdb:duckdb	-12.3%	-7.9%	-4.8%	+18.4%	➖ noise
52	duckdb:vortex-compact	-1.7%	-7.9%	+6.7%	+14.8%	➖ noise
52	duckdb:vortex-file-compressed	-5.0%	-7.9%	+3.2%	+23.1%	➖ noise
53	datafusion:vortex-compact	-6.4%	-5.0%	-1.5%	+10.8%	➖ noise
53	datafusion:vortex-file-compressed	-7.5%	-5.0%	-2.6%	+10.8%	➖ noise
53	duckdb:duckdb	-2.9%	-5.0%	+2.2%	+10.8%	➖ noise
53	duckdb:vortex-compact	-6.1%	-5.0%	-1.1%	+10.8%	➖ noise
53	duckdb:vortex-file-compressed	-12.2%	-5.0%	-7.5%	+10.8%	➖ noise
54	datafusion:vortex-compact	-4.9%	-2.4%	-2.6%	+10.8%	➖ noise
54	datafusion:vortex-file-compressed	-5.3%	-2.4%	-3.0%	+10.8%	➖ noise
54	duckdb:duckdb	-6.2%	-2.4%	-3.9%	+10.8%	➖ noise
54	duckdb:vortex-compact	-5.8%	-2.4%	-3.5%	+10.8%	➖ noise
54	duckdb:vortex-file-compressed	-10.5%	-2.4%	-8.3%	+10.8%	➖ noise
55	datafusion:vortex-compact	-4.6%	-12.4%	+8.9%	+10.8%	➖ noise
55	datafusion:vortex-file-compressed	-7.3%	-12.4%	+5.8%	+10.8%	➖ noise
55	duckdb:duckdb	-5.2%	-12.4%	+8.2%	+17.1%	➖ noise
55	duckdb:vortex-compact	-1.9%	-12.4%	+12.0%	+15.2%	➖ noise
55	duckdb:vortex-file-compressed	-7.2%	-12.4%	+5.9%	+22.0%	➖ noise
56	datafusion:vortex-compact	-3.6%	-4.3%	+0.7%	+10.8%	➖ noise
56	datafusion:vortex-file-compressed	-1.4%	-4.3%	+3.0%	+10.8%	➖ noise
56	duckdb:duckdb	-9.7%	-4.3%	-5.7%	+14.1%	➖ noise
56	duckdb:vortex-compact	-10.2%	-4.3%	-6.2%	+10.9%	➖ noise
56	duckdb:vortex-file-compressed	-19.5%	-4.3%	-15.9%	+14.1%	✅ faster
57	datafusion:vortex-compact	-5.3%	-8.9%	+3.9%	+10.8%	➖ noise
57	datafusion:vortex-file-compressed	-4.0%	-8.9%	+5.3%	+10.8%	➖ noise
57	duckdb:duckdb	-1.9%	-8.9%	+7.7%	+10.8%	➖ noise
57	duckdb:vortex-compact	-7.3%	-8.9%	+1.7%	+12.2%	➖ noise
57	duckdb:vortex-file-compressed	-2.9%	-8.9%	+6.5%	+13.9%	➖ noise
58	datafusion:vortex-compact	-5.3%	-0.2%	-5.2%	+10.8%	➖ noise
58	datafusion:vortex-file-compressed	-5.8%	-0.2%	-5.6%	+10.8%	➖ noise
58	duckdb:duckdb	-9.9%	-0.2%	-9.8%	+13.0%	➖ noise
58	duckdb:vortex-compact	-7.5%	-0.2%	-7.3%	+13.2%	➖ noise
58	duckdb:vortex-file-compressed	-6.8%	-0.2%	-6.6%	+14.8%	➖ noise
59	datafusion:vortex-compact	-2.5%	+0.7%	-3.2%	+10.8%	➖ noise
59	datafusion:vortex-file-compressed	-1.5%	+0.7%	-2.1%	+10.8%	➖ noise
59	duckdb:duckdb	-4.2%	+0.7%	-4.9%	+10.8%	➖ noise
59	duckdb:vortex-compact	+0.6%	+0.7%	-0.1%	+10.8%	➖ noise
59	duckdb:vortex-file-compressed	-4.1%	+0.7%	-4.7%	+10.8%	➖ noise
60	datafusion:vortex-compact	+0.7%	+4.1%	-3.2%	+10.8%	➖ noise
60	datafusion:vortex-file-compressed	-4.6%	+4.1%	-8.3%	+10.8%	➖ noise
60	duckdb:duckdb	-14.5%	+4.1%	-17.8%	+13.4%	✅ faster
60	duckdb:vortex-compact	-8.1%	+4.1%	-11.7%	+10.8%	✅ faster
60	duckdb:vortex-file-compressed	-3.1%	+4.1%	-6.9%	+12.5%	➖ noise
61	datafusion:vortex-compact	-1.8%	-2.3%	+0.6%	+10.8%	➖ noise
61	datafusion:vortex-file-compressed	-2.3%	-2.3%	+0.1%	+10.8%	➖ noise
61	duckdb:duckdb	-7.6%	-2.3%	-5.4%	+10.8%	➖ noise
61	duckdb:vortex-compact	+0.7%	-2.3%	+3.1%	+11.0%	➖ noise
61	duckdb:vortex-file-compressed	-13.3%	-2.3%	-11.2%	+10.8%	✅ faster
62	datafusion:vortex-compact	-6.3%	+3.5%	-9.4%	+17.3%	➖ noise
62	datafusion:vortex-file-compressed	-3.9%	+3.5%	-7.1%	+15.4%	➖ noise
62	duckdb:duckdb	-11.8%	+3.5%	-14.7%	+16.6%	✅ faster
62	duckdb:vortex-compact	-11.2%	+3.5%	-14.2%	+30.7%	➖ noise
62	duckdb:vortex-file-compressed	-4.5%	+3.5%	-7.7%	+28.8%	➖ noise
63	datafusion:vortex-compact	-4.0%	-0.3%	-3.7%	+10.8%	➖ noise
63	datafusion:vortex-file-compressed	-7.0%	-0.3%	-6.7%	+10.8%	➖ noise
63	duckdb:duckdb	-7.5%	-0.3%	-7.2%	+12.9%	➖ noise
63	duckdb:vortex-compact	-1.8%	-0.3%	-1.6%	+10.8%	➖ noise
63	duckdb:vortex-file-compressed	-5.5%	-0.3%	-5.3%	+11.8%	➖ noise
64	datafusion:vortex-compact	-3.0%	-0.1%	-2.9%	+10.8%	➖ noise
64	datafusion:vortex-file-compressed	-3.6%	-0.1%	-3.6%	+10.8%	➖ noise
64	duckdb:duckdb	-7.0%	-0.1%	-6.9%	+10.8%	➖ noise
64	duckdb:vortex-compact	-6.4%	-0.1%	-6.4%	+10.8%	➖ noise
64	duckdb:vortex-file-compressed	-9.5%	-0.1%	-9.4%	+10.8%	➖ noise
65	datafusion:vortex-compact	-5.6%	+0.9%	-6.4%	+10.8%	➖ noise
65	datafusion:vortex-file-compressed	-10.6%	+0.9%	-11.4%	+11.2%	✅ faster
65	duckdb:duckdb	-5.9%	+0.9%	-6.7%	+15.5%	➖ noise
65	duckdb:vortex-compact	-0.9%	+0.9%	-1.8%	+10.8%	➖ noise
65	duckdb:vortex-file-compressed	-3.4%	+0.9%	-4.2%	+12.9%	➖ noise
66	datafusion:vortex-compact	-3.7%	-3.8%	+0.1%	+10.8%	➖ noise
66	datafusion:vortex-file-compressed	-12.2%	-3.8%	-8.8%	+11.0%	➖ noise
66	duckdb:duckdb	-7.7%	-3.8%	-4.1%	+14.3%	➖ noise
66	duckdb:vortex-compact	-6.6%	-3.8%	-2.9%	+13.7%	➖ noise
66	duckdb:vortex-file-compressed	-6.6%	-3.8%	-2.9%	+10.8%	➖ noise
67	datafusion:vortex-compact	-1.5%	-7.9%	+7.0%	+10.8%	➖ noise
67	datafusion:vortex-file-compressed	-3.0%	-7.9%	+5.3%	+10.8%	➖ noise
67	duckdb:duckdb	-6.1%	-7.9%	+2.0%	+10.8%	➖ noise
67	duckdb:vortex-compact	-5.8%	-7.9%	+2.3%	+10.8%	➖ noise
67	duckdb:vortex-file-compressed	-7.6%	-7.9%	+0.3%	+10.8%	➖ noise
68	datafusion:vortex-compact	-4.1%	-4.6%	+0.5%	+10.8%	➖ noise
68	datafusion:vortex-file-compressed	-6.1%	-4.6%	-1.7%	+14.3%	➖ noise
68	duckdb:duckdb	-4.4%	-4.6%	+0.2%	+14.4%	➖ noise
68	duckdb:vortex-compact	-12.6%	-4.6%	-8.4%	+10.8%	➖ noise
68	duckdb:vortex-file-compressed	-3.3%	-4.6%	+1.3%	+10.8%	➖ noise
69	datafusion:vortex-compact	-2.0%	-3.1%	+1.1%	+10.8%	➖ noise
69	datafusion:vortex-file-compressed	-16.3%	-3.1%	-13.6%	+13.6%	✅ faster
69	duckdb:duckdb	-9.9%	-3.1%	-7.1%	+11.0%	➖ noise
69	duckdb:vortex-compact	-5.4%	-3.1%	-2.4%	+10.8%	➖ noise
69	duckdb:vortex-file-compressed	-4.9%	-3.1%	-1.9%	+10.8%	➖ noise
70	datafusion:vortex-compact	-6.9%	-4.1%	-2.9%	+11.2%	➖ noise
70	datafusion:vortex-file-compressed	-10.8%	-4.1%	-7.0%	+10.8%	➖ noise
70	duckdb:duckdb	-0.5%	-4.1%	+3.8%	+11.9%	➖ noise
70	duckdb:vortex-compact	+4.8%	-4.1%	+9.3%	+14.0%	➖ noise
70	duckdb:vortex-file-compressed	-6.1%	-4.1%	-2.0%	+21.5%	➖ noise
71	datafusion:vortex-compact	-3.3%	+7.5%	-10.0%	+10.8%	✅ faster
71	datafusion:vortex-file-compressed	-18.8%	+7.5%	-24.5%	+12.4%	✅ faster
71	duckdb:duckdb	-5.1%	+7.5%	-11.7%	+20.2%	➖ noise
71	duckdb:vortex-compact	-4.4%	+7.5%	-11.1%	+14.7%	➖ noise
71	duckdb:vortex-file-compressed	-5.9%	+7.5%	-12.4%	+17.6%	➖ noise
72	datafusion:vortex-compact	-6.9%	-0.7%	-6.3%	+10.8%	➖ noise
72	datafusion:vortex-file-compressed	-5.8%	-0.7%	-5.1%	+10.8%	➖ noise
72	duckdb:duckdb	+1.5%	-0.7%	+2.2%	+12.0%	➖ noise
72	duckdb:vortex-compact	-3.9%	-0.7%	-3.2%	+10.8%	➖ noise
72	duckdb:vortex-file-compressed	-4.5%	-0.7%	-3.8%	+10.8%	➖ noise
73	datafusion:vortex-compact	-8.4%	+1.3%	-9.6%	+15.5%	➖ noise
73	datafusion:vortex-file-compressed	-1.4%	+1.3%	-2.6%	+28.0%	➖ noise
73	duckdb:duckdb	-9.0%	+1.3%	-10.1%	+11.1%	✅ faster
73	duckdb:vortex-compact	-3.6%	+1.3%	-4.8%	+10.8%	➖ noise
73	duckdb:vortex-file-compressed	-2.1%	+1.3%	-3.4%	+10.8%	➖ noise
74	datafusion:vortex-compact	-7.0%	-3.9%	-3.2%	+10.8%	➖ noise
74	datafusion:vortex-file-compressed	-5.7%	-3.9%	-1.9%	+10.8%	➖ noise
74	duckdb:duckdb	-6.7%	-3.9%	-2.9%	+10.8%	➖ noise
74	duckdb:vortex-compact	-11.5%	-3.9%	-7.9%	+13.5%	➖ noise
74	duckdb:vortex-file-compressed	-7.0%	-3.9%	-3.3%	+10.8%	➖ noise
75	datafusion:vortex-compact	-4.2%	-2.8%	-1.4%	+10.8%	➖ noise
75	datafusion:vortex-file-compressed	-4.4%	-2.8%	-1.6%	+10.8%	➖ noise
75	duckdb:duckdb	-6.9%	-2.8%	-4.2%	+11.5%	➖ noise
75	duckdb:vortex-compact	-7.1%	-2.8%	-4.4%	+10.8%	➖ noise
75	duckdb:vortex-file-compressed	-4.2%	-2.8%	-1.4%	+10.8%	➖ noise
76	datafusion:vortex-compact	-6.2%	+0.4%	-6.5%	+10.8%	➖ noise
76	datafusion:vortex-file-compressed	-4.7%	+0.4%	-5.1%	+11.1%	➖ noise
76	duckdb:duckdb	-7.0%	+0.4%	-7.4%	+13.9%	➖ noise
76	duckdb:vortex-compact	-8.8%	+0.4%	-9.2%	+12.9%	➖ noise
76	duckdb:vortex-file-compressed	-12.7%	+0.4%	-13.1%	+20.9%	➖ noise
77	datafusion:vortex-compact	+0.7%	-2.6%	+3.4%	+10.8%	➖ noise
77	datafusion:vortex-file-compressed	-4.4%	-2.6%	-1.8%	+10.8%	➖ noise
77	duckdb:duckdb	+1.4%	-2.6%	+4.1%	+11.9%	➖ noise
77	duckdb:vortex-compact	-6.7%	-2.6%	-4.1%	+11.7%	➖ noise
77	duckdb:vortex-file-compressed	-22.3%	-2.6%	-20.2%	+14.0%	✅ faster
78	datafusion:vortex-compact	-7.1%	-2.1%	-5.1%	+10.8%	➖ noise
78	datafusion:vortex-file-compressed	-11.3%	-2.1%	-9.4%	+10.8%	➖ noise
78	duckdb:duckdb	-4.0%	-2.1%	-2.0%	+11.8%	➖ noise
78	duckdb:vortex-compact	-5.4%	-2.1%	-3.4%	+10.8%	➖ noise
78	duckdb:vortex-file-compressed	-3.3%	-2.1%	-1.3%	+10.8%	➖ noise
79	datafusion:vortex-compact	-4.7%	-5.8%	+1.1%	+10.8%	➖ noise
79	datafusion:vortex-file-compressed	-4.9%	-5.8%	+0.9%	+10.8%	➖ noise
79	duckdb:duckdb	-0.6%	-5.8%	+5.6%	+10.8%	➖ noise
79	duckdb:vortex-compact	-3.0%	-5.8%	+2.9%	+12.6%	➖ noise
79	duckdb:vortex-file-compressed	-3.2%	-5.8%	+2.7%	+13.1%	➖ noise
80	datafusion:vortex-compact	-3.5%	-2.8%	-0.7%	+10.8%	➖ noise
80	datafusion:vortex-file-compressed	-3.7%	-2.8%	-1.0%	+10.8%	➖ noise
80	duckdb:duckdb	-4.9%	-2.8%	-2.2%	+11.1%	➖ noise
80	duckdb:vortex-compact	-3.7%	-2.8%	-1.0%	+10.8%	➖ noise
80	duckdb:vortex-file-compressed	-5.0%	-2.8%	-2.3%	+11.2%	➖ noise
81	datafusion:vortex-compact	-3.9%	-5.9%	+2.2%	+10.8%	➖ noise
81	datafusion:vortex-file-compressed	-14.8%	-5.9%	-9.4%	+12.7%	➖ noise
81	duckdb:duckdb	-2.0%	-5.9%	+4.2%	+12.2%	➖ noise
81	duckdb:vortex-compact	-9.7%	-5.9%	-4.1%	+10.8%	➖ noise
81	duckdb:vortex-file-compressed	-7.8%	-5.9%	-2.1%	+12.1%	➖ noise
82	datafusion:vortex-compact	-5.8%	-5.1%	-0.7%	+10.8%	➖ noise
82	datafusion:vortex-file-compressed	-8.2%	-5.1%	-3.3%	+13.2%	➖ noise
82	duckdb:duckdb	-6.4%	-5.1%	-1.3%	+12.8%	➖ noise
82	duckdb:vortex-compact	-12.4%	-5.1%	-7.7%	+10.8%	➖ noise
82	duckdb:vortex-file-compressed	-10.6%	-5.1%	-5.8%	+11.7%	➖ noise
83	datafusion:vortex-compact	-6.6%	-4.1%	-2.6%	+10.8%	➖ noise
83	datafusion:vortex-file-compressed	-9.0%	-4.1%	-5.1%	+10.8%	➖ noise
83	duckdb:duckdb	-9.2%	-4.1%	-5.3%	+11.7%	➖ noise
83	duckdb:vortex-compact	-5.5%	-4.1%	-1.5%	+11.3%	➖ noise
83	duckdb:vortex-file-compressed	-1.0%	-4.1%	+3.3%	+10.8%	➖ noise
84	datafusion:vortex-compact	-1.1%	-2.1%	+1.1%	+14.9%	➖ noise
84	datafusion:vortex-file-compressed	-8.2%	-2.1%	-6.3%	+12.3%	➖ noise
84	duckdb:duckdb	-6.2%	-2.1%	-4.2%	+16.4%	➖ noise
84	duckdb:vortex-compact	-6.1%	-2.1%	-4.1%	+10.8%	➖ noise
84	duckdb:vortex-file-compressed	-6.9%	-2.1%	-4.9%	+10.8%	➖ noise
85	datafusion:vortex-compact	-7.8%	-2.5%	-5.4%	+10.8%	➖ noise
85	datafusion:vortex-file-compressed	-8.3%	-2.5%	-5.9%	+10.8%	➖ noise
85	duckdb:duckdb	-10.6%	-2.5%	-8.2%	+12.3%	➖ noise
85	duckdb:vortex-compact	-6.4%	-2.5%	-3.9%	+10.8%	➖ noise
85	duckdb:vortex-file-compressed	-3.5%	-2.5%	-1.0%	+10.8%	➖ noise
86	datafusion:vortex-compact	-8.7%	-4.6%	-4.3%	+11.5%	➖ noise
86	datafusion:vortex-file-compressed	-7.3%	-4.6%	-2.8%	+11.8%	➖ noise
86	duckdb:duckdb	-2.4%	-4.6%	+2.3%	+17.1%	➖ noise
86	duckdb:vortex-compact	-14.4%	-4.6%	-10.3%	+16.1%	➖ noise
86	duckdb:vortex-file-compressed	-10.5%	-4.6%	-6.3%	+12.2%	➖ noise
87	datafusion:vortex-compact	-6.1%	+0.9%	-6.9%	+10.8%	➖ noise
87	datafusion:vortex-file-compressed	-5.8%	+0.9%	-6.6%	+10.8%	➖ noise
87	duckdb:duckdb	-3.6%	+0.9%	-4.4%	+10.9%	➖ noise
87	duckdb:vortex-compact	-2.9%	+0.9%	-3.8%	+15.0%	➖ noise
87	duckdb:vortex-file-compressed	+1.5%	+0.9%	+0.6%	+16.6%	➖ noise
88	datafusion:vortex-compact	-2.0%	-2.3%	+0.3%	+10.8%	➖ noise
88	datafusion:vortex-file-compressed	-0.9%	-2.3%	+1.4%	+10.8%	➖ noise
88	duckdb:duckdb	-2.8%	-2.3%	-0.5%	+10.8%	➖ noise
88	duckdb:vortex-compact	-6.0%	-2.3%	-3.7%	+10.8%	➖ noise
88	duckdb:vortex-file-compressed	-1.4%	-2.3%	+1.0%	+10.8%	➖ noise
89	datafusion:vortex-compact	-10.2%	-2.0%	-8.4%	+11.2%	➖ noise
89	datafusion:vortex-file-compressed	-1.5%	-2.0%	+0.6%	+11.2%	➖ noise
89	duckdb:duckdb	-6.4%	-2.0%	-4.4%	+29.3%	➖ noise
89	duckdb:vortex-compact	-5.5%	-2.0%	-3.5%	+12.8%	➖ noise
89	duckdb:vortex-file-compressed	-0.6%	-2.0%	+1.4%	+10.9%	➖ noise
90	datafusion:vortex-compact	-4.3%	-1.0%	-3.2%	+10.9%	➖ noise
90	datafusion:vortex-file-compressed	-7.5%	-1.0%	-6.5%	+10.8%	➖ noise
90	duckdb:duckdb	-15.0%	-1.0%	-14.1%	+13.5%	✅ faster
90	duckdb:vortex-compact	-4.8%	-1.0%	-3.8%	+12.5%	➖ noise
90	duckdb:vortex-file-compressed	-4.6%	-1.0%	-3.6%	+13.8%	➖ noise
91	datafusion:vortex-compact	-5.1%	-0.7%	-4.4%	+10.8%	➖ noise
91	datafusion:vortex-file-compressed	-5.5%	-0.7%	-4.9%	+10.8%	➖ noise
91	duckdb:duckdb	-4.4%	-0.7%	-3.8%	+16.8%	➖ noise
91	duckdb:vortex-compact	-6.7%	-0.7%	-6.1%	+10.8%	➖ noise
91	duckdb:vortex-file-compressed	-15.3%	-0.7%	-14.8%	+10.8%	✅ faster
92	datafusion:vortex-compact	-4.5%	-10.3%	+6.4%	+10.8%	➖ noise
92	datafusion:vortex-file-compressed	+3.4%	-10.3%	+15.2%	+10.8%	🚨 regression
92	duckdb:duckdb	-15.3%	-10.3%	-5.6%	+11.5%	➖ noise
92	duckdb:vortex-compact	-0.9%	-10.3%	+10.4%	+15.2%	➖ noise
92	duckdb:vortex-file-compressed	-8.5%	-10.3%	+2.0%	+14.2%	➖ noise
93	datafusion:vortex-compact	-7.7%	-5.4%	-2.5%	+10.8%	➖ noise
93	datafusion:vortex-file-compressed	+2.0%	-5.4%	+7.7%	+10.8%	➖ noise
93	duckdb:duckdb	-13.1%	-5.4%	-8.2%	+13.1%	➖ noise
93	duckdb:vortex-compact	-10.4%	-5.4%	-5.4%	+11.4%	➖ noise
93	duckdb:vortex-file-compressed	-6.3%	-5.4%	-1.0%	+14.1%	➖ noise
94	datafusion:vortex-compact	-3.0%	-7.0%	+4.2%	+10.8%	➖ noise
94	datafusion:vortex-file-compressed	-6.1%	-7.0%	+0.9%	+12.0%	➖ noise
94	duckdb:duckdb	+1.7%	-7.0%	+9.3%	+12.7%	➖ noise
94	duckdb:vortex-compact	-5.6%	-7.0%	+1.4%	+13.7%	➖ noise
94	duckdb:vortex-file-compressed	-9.0%	-7.0%	-2.2%	+10.8%	➖ noise
95	datafusion:vortex-compact	-5.9%	-14.1%	+9.5%	+10.8%	➖ noise
95	datafusion:vortex-file-compressed	-0.9%	-14.1%	+15.4%	+10.8%	🚨 regression
95	duckdb:duckdb	+8.7%	-14.1%	+26.5%	+14.8%	🚨 regression
95	duckdb:vortex-compact	-1.6%	-14.1%	+14.5%	+19.4%	➖ noise
95	duckdb:vortex-file-compressed	+0.6%	-14.1%	+17.2%	+15.9%	🚨 regression
96	datafusion:vortex-compact	-6.3%	-4.0%	-2.4%	+10.8%	➖ noise
96	datafusion:vortex-file-compressed	-3.9%	-4.0%	+0.1%	+13.3%	➖ noise
96	duckdb:duckdb	-4.2%	-4.0%	-0.2%	+23.9%	➖ noise
96	duckdb:vortex-compact	-1.9%	-4.0%	+2.2%	+10.8%	➖ noise
96	duckdb:vortex-file-compressed	-3.9%	-4.0%	+0.1%	+11.1%	➖ noise
97	datafusion:vortex-compact	-0.2%	-11.1%	+12.2%	+14.9%	➖ noise
97	datafusion:vortex-file-compressed	-3.4%	-11.1%	+8.6%	+10.8%	➖ noise
97	duckdb:duckdb	-4.7%	-11.1%	+7.2%	+12.9%	➖ noise
97	duckdb:vortex-compact	-15.2%	-11.1%	-4.7%	+14.8%	➖ noise
97	duckdb:vortex-file-compressed	-3.8%	-11.1%	+8.2%	+15.0%	➖ noise
98	datafusion:vortex-compact	-8.6%	-4.1%	-4.7%	+16.6%	➖ noise
98	datafusion:vortex-file-compressed	-1.4%	-4.1%	+2.7%	+10.8%	➖ noise
98	duckdb:duckdb	-1.8%	-4.1%	+2.3%	+11.9%	➖ noise
98	duckdb:vortex-compact	-2.4%	-4.1%	+1.7%	+10.9%	➖ noise
98	duckdb:vortex-file-compressed	-7.2%	-4.1%	-3.3%	+12.9%	➖ noise
99	datafusion:vortex-compact	+1.9%	+5.2%	-3.1%	+16.6%	➖ noise
99	datafusion:vortex-file-compressed	-6.5%	+5.2%	-11.1%	+13.6%	➖ noise
99	duckdb:duckdb	-1.1%	+5.2%	-6.0%	+23.5%	➖ noise
99	duckdb:vortex-compact	-0.2%	+5.2%	-5.1%	+13.4%	➖ noise
99	duckdb:vortex-file-compressed	+8.9%	+5.2%	+3.5%	+23.7%	➖ noise

[github-actions]

Benchmarks: TPC-H SF=10 on NVME

Verdict: No clear signal (low confidence)
Attributed Vortex impact: +1.2%
Vortex (geomean): 1.041x ➖
Parquet (geomean): 1.028x ➖
Shifts: Parquet (control) +2.8% · Median polish +4.1%

---

datafusion / vortex-file-compressed (1.046x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	406162450	410308690	0.99
tpch_q02/datafusion:vortex-file-compressed	118280872	117576338	1.01
tpch_q03/datafusion:vortex-file-compressed	216684780	206345853	1.05
tpch_q04/datafusion:vortex-file-compressed	103247954	101987661	1.01
tpch_q05/datafusion:vortex-file-compressed	409101996	387272165	1.06
tpch_q06/datafusion:vortex-file-compressed	45240521	41529884	1.09
tpch_q07/datafusion:vortex-file-compressed	591904701	561452645	1.05
tpch_q08/datafusion:vortex-file-compressed	398926000	383999891	1.04
tpch_q09/datafusion:vortex-file-compressed	703787995	676334934	1.04
tpch_q10/datafusion:vortex-file-compressed	247724197	240024127	1.03
tpch_q11/datafusion:vortex-file-compressed	92027762	86112612	1.07
tpch_q12/datafusion:vortex-file-compressed	112637412	108324263	1.04
tpch_q13/datafusion:vortex-file-compressed	236382680	220376228	1.07
tpch_q14/datafusion:vortex-file-compressed	61730374	58325580	1.06
tpch_q15/datafusion:vortex-file-compressed	114996739	108269964	1.06
tpch_q16/datafusion:vortex-file-compressed	82264456	77510834	1.06
tpch_q17/datafusion:vortex-file-compressed	692983314	652124267	1.06
tpch_q18/datafusion:vortex-file-compressed	929721270	890203965	1.04
tpch_q19/datafusion:vortex-file-compressed	99761114	96395560	1.03
tpch_q20/datafusion:vortex-file-compressed	183616146	174693677	1.05
tpch_q21/datafusion:vortex-file-compressed	695600425	661501440	1.05
tpch_q22/datafusion:vortex-file-compressed	62826265	60101997	1.05

datafusion / vortex-compact (1.046x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	446508863	442947384	1.01
tpch_q02/datafusion:vortex-compact	125154590	124899168	1.00
tpch_q03/datafusion:vortex-compact	232333445	218836419	1.06
tpch_q04/datafusion:vortex-compact	125042981	121145767	1.03
tpch_q05/datafusion:vortex-compact	416558007	403632908	1.03
tpch_q06/datafusion:vortex-compact	68406666	63853100	1.07
tpch_q07/datafusion:vortex-compact	615301999	592806495	1.04
tpch_q08/datafusion:vortex-compact	409647019	396963976	1.03
tpch_q09/datafusion:vortex-compact	736741803	688386957	1.07
tpch_q10/datafusion:vortex-compact	294802978	273822529	1.08
tpch_q11/datafusion:vortex-compact	99133697	90932673	1.09
tpch_q12/datafusion:vortex-compact	175666780	170197589	1.03
tpch_q13/datafusion:vortex-compact	283431076	272546961	1.04
tpch_q14/datafusion:vortex-compact	77907729	74842484	1.04
tpch_q15/datafusion:vortex-compact	173408209	171209614	1.01
tpch_q16/datafusion:vortex-compact	87612889	83217357	1.05
tpch_q17/datafusion:vortex-compact	694696460	652474299	1.06
tpch_q18/datafusion:vortex-compact	944926991	896428221	1.05
tpch_q19/datafusion:vortex-compact	150711289	146098875	1.03
tpch_q20/datafusion:vortex-compact	207823746	198080876	1.05
tpch_q21/datafusion:vortex-compact	739214580	698837707	1.06
tpch_q22/datafusion:vortex-compact	75756735	71060715	1.07

datafusion / parquet (1.037x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	421909059	414558725	1.02
tpch_q02/datafusion:parquet	194396309	184525822	1.05
tpch_q03/datafusion:parquet	315397609	300174138	1.05
tpch_q04/datafusion:parquet	137950141	134314995	1.03
tpch_q05/datafusion:parquet	475625555	443140169	1.07
tpch_q06/datafusion:parquet	125841267	125659348	1.00
tpch_q07/datafusion:parquet	668434080	631438678	1.06
tpch_q08/datafusion:parquet	521000123	492578420	1.06
tpch_q09/datafusion:parquet	805815011	765568377	1.05
tpch_q10/datafusion:parquet	530795683	520206551	1.02
tpch_q11/datafusion:parquet	138612514	133344538	1.04
tpch_q12/datafusion:parquet	221205664	215260579	1.03
tpch_q13/datafusion:parquet	347944730	341812741	1.02
tpch_q14/datafusion:parquet	160857967	156303956	1.03
tpch_q15/datafusion:parquet	242949125	249807344	0.97
tpch_q16/datafusion:parquet	143340375	136108753	1.05
tpch_q17/datafusion:parquet	722701638	684714955	1.06
tpch_q18/datafusion:parquet	937148483	885382160	1.06
tpch_q19/datafusion:parquet	280704791	264806318	1.06
tpch_q20/datafusion:parquet	314153763	308394377	1.02
tpch_q21/datafusion:parquet	782783371	729381523	1.07
tpch_q22/datafusion:parquet	223481148	222606626	1.00

datafusion / arrow (1.053x ➖, 0↑ 1↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/datafusion:arrow	631368097	590464087	1.07
tpch_q02/datafusion:arrow	169506823	165913344	1.02
tpch_q03/datafusion:arrow	500795593	467376889	1.07
tpch_q04/datafusion:arrow	379398394	359660772	1.05
tpch_q05/datafusion:arrow	980264997	934472078	1.05
tpch_q06/datafusion:arrow	293319463	277545187	1.06
tpch_q07/datafusion:arrow	1225889670	1127588150	1.09
tpch_q08/datafusion:arrow	1187714343	1122381526	1.06
tpch_q09/datafusion:arrow	1413749160	1336704404	1.06
tpch_q10/datafusion:arrow	627973601	605585790	1.04
tpch_q11/datafusion:arrow	153388566	149943248	1.02
tpch_q12/datafusion:arrow	681458418	659131593	1.03
tpch_q13/datafusion:arrow	546792839	519509472	1.05
tpch_q14/datafusion:arrow	333267163	307315210	1.08
tpch_q15/datafusion:arrow	731615004	678726496	1.08
tpch_q16/datafusion:arrow	109717375	111031078	0.99
tpch_q17/datafusion:arrow	1373803293	1321106369	1.04
tpch_q18/datafusion:arrow	1952524933	1836890896	1.06
tpch_q19/datafusion:arrow 🚨	548787632	498067839	1.10
tpch_q20/datafusion:arrow	536869131	496773164	1.08
tpch_q21/datafusion:arrow	2978334487	2847567886	1.05
tpch_q22/datafusion:arrow	145251371	142598771	1.02

duckdb / vortex-file-compressed (1.031x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	180551505	178089071	1.01
tpch_q02/duckdb:vortex-file-compressed	56167773	54846204	1.02
tpch_q03/duckdb:vortex-file-compressed	133633113	126643921	1.06
tpch_q04/duckdb:vortex-file-compressed	160895980	152089643	1.06
tpch_q05/duckdb:vortex-file-compressed	136490867	132723907	1.03
tpch_q06/duckdb:vortex-file-compressed	53721305	50292950	1.07
tpch_q07/duckdb:vortex-file-compressed	149822313	148941155	1.01
tpch_q08/duckdb:vortex-file-compressed	192979164	176557930	1.09
tpch_q09/duckdb:vortex-file-compressed	351515632	340048269	1.03
tpch_q10/duckdb:vortex-file-compressed	162551077	155528546	1.05
tpch_q11/duckdb:vortex-file-compressed	36478015	36312745	1.00
tpch_q12/duckdb:vortex-file-compressed	91996509	90956168	1.01
tpch_q13/duckdb:vortex-file-compressed	259725957	249354809	1.04
tpch_q14/duckdb:vortex-file-compressed	72702131	72832720	1.00
tpch_q15/duckdb:vortex-file-compressed	102803756	96973945	1.06
tpch_q16/duckdb:vortex-file-compressed	84689720	80114387	1.06
tpch_q17/duckdb:vortex-file-compressed	105444763	102603458	1.03
tpch_q18/duckdb:vortex-file-compressed	285965910	294714414	0.97
tpch_q19/duckdb:vortex-file-compressed	94054498	91599406	1.03
tpch_q20/duckdb:vortex-file-compressed	165141733	167315125	0.99
tpch_q21/duckdb:vortex-file-compressed	582199288	564239975	1.03
tpch_q22/duckdb:vortex-file-compressed	79318969	76296087	1.04

duckdb / vortex-compact (1.043x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	233984954	230026311	1.02
tpch_q02/duckdb:vortex-compact	61692361	58604846	1.05
tpch_q03/duckdb:vortex-compact	147557124	140718102	1.05
tpch_q04/duckdb:vortex-compact	183312948	178731387	1.03
tpch_q05/duckdb:vortex-compact	153505544	147573088	1.04
tpch_q06/duckdb:vortex-compact	90272696	84658464	1.07
tpch_q07/duckdb:vortex-compact	215091541	206611607	1.04
tpch_q08/duckdb:vortex-compact	200247938	191431247	1.05
tpch_q09/duckdb:vortex-compact	380399627	365288938	1.04
tpch_q10/duckdb:vortex-compact	194525593	186753035	1.04
tpch_q11/duckdb:vortex-compact	45293016	42787104	1.06
tpch_q12/duckdb:vortex-compact	211253572	208880505	1.01
tpch_q13/duckdb:vortex-compact	309791134	297399308	1.04
tpch_q14/duckdb:vortex-compact	111414334	102747488	1.08
tpch_q15/duckdb:vortex-compact	123731094	119880850	1.03
tpch_q16/duckdb:vortex-compact	88806035	85160982	1.04
tpch_q17/duckdb:vortex-compact	122868930	117483961	1.05
tpch_q18/duckdb:vortex-compact	311219390	302868845	1.03
tpch_q19/duckdb:vortex-compact	119124851	115786845	1.03
tpch_q20/duckdb:vortex-compact	222389050	208416667	1.07
tpch_q21/duckdb:vortex-compact	664162558	635931767	1.04
tpch_q22/duckdb:vortex-compact	93329663	90211532	1.03

duckdb / parquet (1.019x ➖, 0↑ 1↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	255825095	258842652	0.99
tpch_q02/duckdb:parquet	99588692	106208358	0.94
tpch_q03/duckdb:parquet	210392446	209542618	1.00
tpch_q04/duckdb:parquet	139384448	134412835	1.04
tpch_q05/duckdb:parquet	225446248	218980464	1.03
tpch_q06/duckdb:parquet	68422321	71009729	0.96
tpch_q07/duckdb:parquet	184038028	174209747	1.06
tpch_q08/duckdb:parquet	261362317	253461391	1.03
tpch_q09/duckdb:parquet	469808556	472123635	1.00
tpch_q10/duckdb:parquet	621795936	607649018	1.02
tpch_q11/duckdb:parquet 🚨	47863035	41633512	1.15
tpch_q12/duckdb:parquet	129261314	125643055	1.03
tpch_q13/duckdb:parquet	448725965	440963214	1.02
tpch_q14/duckdb:parquet	173540839	173245639	1.00
tpch_q15/duckdb:parquet	99616154	97772249	1.02
tpch_q16/duckdb:parquet	167361146	161296497	1.04
tpch_q17/duckdb:parquet	178603302	181144297	0.99
tpch_q18/duckdb:parquet	354739547	349735457	1.01
tpch_q19/duckdb:parquet	301027834	284973119	1.06
tpch_q20/duckdb:parquet	236058040	234936582	1.00
tpch_q21/duckdb:parquet	592271373	571546829	1.04
tpch_q22/duckdb:parquet	297599516	294548082	1.01

duckdb / duckdb (1.022x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/duckdb:duckdb	117734484	116929333	1.01
tpch_q02/duckdb:duckdb	48495163	45608438	1.06
tpch_q03/duckdb:duckdb	101321190	97439131	1.04
tpch_q04/duckdb:duckdb	136919971	132600377	1.03
tpch_q05/duckdb:duckdb	111791965	109822223	1.02
tpch_q06/duckdb:duckdb	40633842	39523090	1.03
tpch_q07/duckdb:duckdb	87903670	86470520	1.02
tpch_q08/duckdb:duckdb	115626085	111319598	1.04
tpch_q09/duckdb:duckdb	282072182	278265236	1.01
tpch_q10/duckdb:duckdb	213713541	209035716	1.02
tpch_q11/duckdb:duckdb	16748021	16716624	1.00
tpch_q12/duckdb:duckdb	85024791	84464226	1.01
tpch_q13/duckdb:duckdb	257671753	248172129	1.04
tpch_q14/duckdb:duckdb	73083984	70479028	1.04
tpch_q15/duckdb:duckdb	80336121	78905006	1.02
tpch_q16/duckdb:duckdb	76512442	74672168	1.02
tpch_q17/duckdb:duckdb	85494487	84142279	1.02
tpch_q18/duckdb:duckdb	219924728	212246055	1.04
tpch_q19/duckdb:duckdb	117928596	118318392	1.00
tpch_q20/duckdb:duckdb	113059120	111970303	1.01
tpch_q21/duckdb:duckdb	310234579	310008395	1.00
tpch_q22/duckdb:duckdb	72175366	71384616	1.01

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:arrow	+6.9%	+0.3%	+6.6%	+10.0%	➖ noise
1	datafusion:vortex-compact	+0.8%	+0.3%	+0.5%	+11.2%	➖ noise
1	datafusion:vortex-file-compressed	-1.0%	+0.3%	-1.3%	+12.9%	➖ noise
1	duckdb:duckdb	+0.7%	+0.3%	+0.4%	+10.0%	➖ noise
1	duckdb:vortex-compact	+1.7%	+0.3%	+1.4%	+10.0%	➖ noise
1	duckdb:vortex-file-compressed	+1.4%	+0.3%	+1.1%	+10.0%	➖ noise
2	datafusion:arrow	+2.2%	-0.6%	+2.8%	+10.0%	➖ noise
2	datafusion:vortex-compact	+0.2%	-0.6%	+0.8%	+10.0%	➖ noise
2	datafusion:vortex-file-compressed	+0.6%	-0.6%	+1.2%	+10.0%	➖ noise
2	duckdb:duckdb	+6.3%	-0.6%	+7.0%	+10.0%	➖ noise
2	duckdb:vortex-compact	+5.3%	-0.6%	+5.9%	+13.1%	➖ noise
2	duckdb:vortex-file-compressed	+2.4%	-0.6%	+3.0%	+10.0%	➖ noise
3	datafusion:arrow	+7.2%	+2.7%	+4.3%	+10.0%	➖ noise
3	datafusion:vortex-compact	+6.2%	+2.7%	+3.4%	+10.0%	➖ noise
3	datafusion:vortex-file-compressed	+5.0%	+2.7%	+2.2%	+10.0%	➖ noise
3	duckdb:duckdb	+4.0%	+2.7%	+1.2%	+10.0%	➖ noise
3	duckdb:vortex-compact	+4.9%	+2.7%	+2.1%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	+5.5%	+2.7%	+2.7%	+10.0%	➖ noise
4	datafusion:arrow	+5.5%	+3.2%	+2.2%	+10.0%	➖ noise
4	datafusion:vortex-compact	+3.2%	+3.2%	+0.0%	+10.0%	➖ noise
4	datafusion:vortex-file-compressed	+1.2%	+3.2%	-1.9%	+10.0%	➖ noise
4	duckdb:duckdb	+3.3%	+3.2%	+0.1%	+10.0%	➖ noise
4	duckdb:vortex-compact	+2.6%	+3.2%	-0.6%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	+5.8%	+3.2%	+2.5%	+10.0%	➖ noise
5	datafusion:arrow	+4.9%	+5.1%	-0.2%	+10.0%	➖ noise
5	datafusion:vortex-compact	+3.2%	+5.1%	-1.8%	+10.0%	➖ noise
5	datafusion:vortex-file-compressed	+5.6%	+5.1%	+0.5%	+10.0%	➖ noise
5	duckdb:duckdb	+1.8%	+5.1%	-3.2%	+10.0%	➖ noise
5	duckdb:vortex-compact	+4.0%	+5.1%	-1.0%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	+2.8%	+5.1%	-2.2%	+10.0%	➖ noise
6	datafusion:arrow	+5.7%	-1.8%	+7.6%	+10.0%	➖ noise
6	datafusion:vortex-compact	+7.1%	-1.8%	+9.1%	+10.0%	➖ noise
6	datafusion:vortex-file-compressed	+8.9%	-1.8%	+10.9%	+10.0%	🚨 regression
6	duckdb:duckdb	+2.8%	-1.8%	+4.7%	+17.4%	➖ noise
6	duckdb:vortex-compact	+6.6%	-1.8%	+8.6%	+10.5%	➖ noise
6	duckdb:vortex-file-compressed	+6.8%	-1.8%	+8.7%	+13.3%	➖ noise
7	datafusion:arrow	+8.7%	+5.8%	+2.8%	+10.0%	➖ noise
7	datafusion:vortex-compact	+3.8%	+5.8%	-1.8%	+10.0%	➖ noise
7	datafusion:vortex-file-compressed	+5.4%	+5.8%	-0.3%	+10.0%	➖ noise
7	duckdb:duckdb	+1.7%	+5.8%	-3.9%	+10.6%	➖ noise
7	duckdb:vortex-compact	+4.1%	+5.8%	-1.6%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	+0.6%	+5.8%	-4.9%	+10.0%	➖ noise
8	datafusion:arrow	+5.8%	+4.4%	+1.3%	+10.0%	➖ noise
8	datafusion:vortex-compact	+3.2%	+4.4%	-1.2%	+10.0%	➖ noise
8	datafusion:vortex-file-compressed	+3.9%	+4.4%	-0.5%	+10.0%	➖ noise
8	duckdb:duckdb	+3.9%	+4.4%	-0.5%	+10.0%	➖ noise
8	duckdb:vortex-compact	+4.6%	+4.4%	+0.2%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	+9.3%	+4.4%	+4.7%	+10.0%	➖ noise
9	datafusion:arrow	+5.8%	+2.3%	+3.3%	+10.0%	➖ noise
9	datafusion:vortex-compact	+7.0%	+2.3%	+4.6%	+10.0%	➖ noise
9	datafusion:vortex-file-compressed	+4.1%	+2.3%	+1.7%	+10.0%	➖ noise
9	duckdb:duckdb	+1.4%	+2.3%	-1.0%	+10.0%	➖ noise
9	duckdb:vortex-compact	+4.1%	+2.3%	+1.8%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	+3.4%	+2.3%	+1.0%	+10.0%	➖ noise
10	datafusion:arrow	+3.7%	+2.2%	+1.5%	+10.0%	➖ noise
10	datafusion:vortex-compact	+7.7%	+2.2%	+5.4%	+10.0%	➖ noise
10	datafusion:vortex-file-compressed	+3.2%	+2.2%	+1.0%	+10.0%	➖ noise
10	duckdb:duckdb	+2.2%	+2.2%	+0.1%	+10.0%	➖ noise
10	duckdb:vortex-compact	+4.2%	+2.2%	+1.9%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	+4.5%	+2.2%	+2.3%	+10.0%	➖ noise
11	datafusion:arrow	+2.3%	+9.3%	-6.4%	+10.0%	➖ noise
11	datafusion:vortex-compact	+9.0%	+9.3%	-0.3%	+10.0%	➖ noise
11	datafusion:vortex-file-compressed	+6.9%	+9.3%	-2.2%	+10.0%	➖ noise
11	duckdb:duckdb	+0.2%	+9.3%	-8.4%	+15.9%	➖ noise
11	duckdb:vortex-compact	+5.9%	+9.3%	-3.2%	+13.7%	➖ noise
11	duckdb:vortex-file-compressed	+0.5%	+9.3%	-8.1%	+12.5%	➖ noise
12	datafusion:arrow	+3.4%	+2.8%	+0.6%	+43.3%	➖ noise
12	datafusion:vortex-compact	+3.2%	+2.8%	+0.4%	+10.0%	➖ noise
12	datafusion:vortex-file-compressed	+4.0%	+2.8%	+1.1%	+10.0%	➖ noise
12	duckdb:duckdb	+0.7%	+2.8%	-2.1%	+10.0%	➖ noise
12	duckdb:vortex-compact	+1.1%	+2.8%	-1.6%	+10.0%	➖ noise
12	duckdb:vortex-file-compressed	+1.1%	+2.8%	-1.6%	+10.0%	➖ noise
13	datafusion:arrow	+5.3%	+1.8%	+3.4%	+10.0%	➖ noise
13	datafusion:vortex-compact	+4.0%	+1.8%	+2.2%	+10.0%	➖ noise
13	datafusion:vortex-file-compressed	+7.3%	+1.8%	+5.4%	+10.0%	➖ noise
13	duckdb:duckdb	+3.8%	+1.8%	+2.0%	+10.0%	➖ noise
13	duckdb:vortex-compact	+4.2%	+1.8%	+2.3%	+10.0%	➖ noise
13	duckdb:vortex-file-compressed	+4.2%	+1.8%	+2.3%	+10.0%	➖ noise
14	datafusion:arrow	+8.4%	+1.5%	+6.8%	+10.0%	➖ noise
14	datafusion:vortex-compact	+4.1%	+1.5%	+2.5%	+10.0%	➖ noise
14	datafusion:vortex-file-compressed	+5.8%	+1.5%	+4.2%	+13.1%	➖ noise
14	duckdb:duckdb	+3.7%	+1.5%	+2.1%	+10.0%	➖ noise
14	duckdb:vortex-compact	+8.4%	+1.5%	+6.8%	+10.0%	➖ noise
14	duckdb:vortex-file-compressed	-0.2%	+1.5%	-1.7%	+13.5%	➖ noise
15	datafusion:arrow	+7.8%	-0.5%	+8.3%	+10.0%	➖ noise
15	datafusion:vortex-compact	+1.3%	-0.5%	+1.7%	+10.0%	➖ noise
15	datafusion:vortex-file-compressed	+6.2%	-0.5%	+6.7%	+10.0%	➖ noise
15	duckdb:duckdb	+1.8%	-0.5%	+2.3%	+10.0%	➖ noise
15	duckdb:vortex-compact	+3.2%	-0.5%	+3.7%	+10.0%	➖ noise
15	duckdb:vortex-file-compressed	+6.0%	-0.5%	+6.5%	+10.0%	➖ noise
16	datafusion:arrow	-1.2%	+4.5%	-5.5%	+11.3%	➖ noise
16	datafusion:vortex-compact	+5.3%	+4.5%	+0.7%	+10.9%	➖ noise
16	datafusion:vortex-file-compressed	+6.1%	+4.5%	+1.5%	+11.4%	➖ noise
16	duckdb:duckdb	+2.5%	+4.5%	-2.0%	+11.9%	➖ noise
16	duckdb:vortex-compact	+4.3%	+4.5%	-0.2%	+11.3%	➖ noise
16	duckdb:vortex-file-compressed	+5.7%	+4.5%	+1.1%	+13.0%	➖ noise
17	datafusion:arrow	+4.0%	+2.0%	+1.9%	+10.0%	➖ noise
17	datafusion:vortex-compact	+6.5%	+2.0%	+4.4%	+10.0%	➖ noise
17	datafusion:vortex-file-compressed	+6.3%	+2.0%	+4.2%	+10.0%	➖ noise
17	duckdb:duckdb	+1.6%	+2.0%	-0.4%	+10.0%	➖ noise
17	duckdb:vortex-compact	+4.6%	+2.0%	+2.5%	+10.0%	➖ noise
17	duckdb:vortex-file-compressed	+2.8%	+2.0%	+0.7%	+10.0%	➖ noise
18	datafusion:arrow	+6.3%	+3.6%	+2.6%	+10.0%	➖ noise
18	datafusion:vortex-compact	+5.4%	+3.6%	+1.7%	+10.0%	➖ noise
18	datafusion:vortex-file-compressed	+4.4%	+3.6%	+0.8%	+10.0%	➖ noise
18	duckdb:duckdb	+3.6%	+3.6%	+0.0%	+10.0%	➖ noise
18	duckdb:vortex-compact	+2.8%	+3.6%	-0.8%	+10.0%	➖ noise
18	duckdb:vortex-file-compressed	-3.0%	+3.6%	-6.4%	+10.0%	➖ noise
19	datafusion:arrow	+10.2%	+5.8%	+4.1%	+10.0%	➖ noise
19	datafusion:vortex-compact	+3.2%	+5.8%	-2.5%	+10.0%	➖ noise
19	datafusion:vortex-file-compressed	+3.5%	+5.8%	-2.2%	+10.0%	➖ noise
19	duckdb:duckdb	-0.3%	+5.8%	-5.8%	+10.0%	➖ noise
19	duckdb:vortex-compact	+2.9%	+5.8%	-2.8%	+10.0%	➖ noise
19	duckdb:vortex-file-compressed	+2.7%	+5.8%	-3.0%	+10.0%	➖ noise
20	datafusion:arrow	+8.1%	+1.2%	+6.8%	+10.0%	➖ noise
20	datafusion:vortex-compact	+4.9%	+1.2%	+3.7%	+10.0%	➖ noise
20	datafusion:vortex-file-compressed	+5.1%	+1.2%	+3.9%	+10.0%	➖ noise
20	duckdb:duckdb	+1.0%	+1.2%	-0.2%	+10.0%	➖ noise
20	duckdb:vortex-compact	+6.7%	+1.2%	+5.5%	+10.0%	➖ noise
20	duckdb:vortex-file-compressed	-1.3%	+1.2%	-2.4%	+10.0%	➖ noise
21	datafusion:arrow	+4.6%	+5.5%	-0.8%	+10.0%	➖ noise
21	datafusion:vortex-compact	+5.8%	+5.5%	+0.3%	+10.0%	➖ noise
21	datafusion:vortex-file-compressed	+5.2%	+5.5%	-0.3%	+10.0%	➖ noise
21	duckdb:duckdb	+0.1%	+5.5%	-5.1%	+10.0%	➖ noise
21	duckdb:vortex-compact	+4.4%	+5.5%	-1.0%	+10.0%	➖ noise
21	duckdb:vortex-file-compressed	+3.2%	+5.5%	-2.2%	+10.0%	➖ noise
22	datafusion:arrow	+1.9%	+0.7%	+1.1%	+10.0%	➖ noise
22	datafusion:vortex-compact	+6.6%	+0.7%	+5.9%	+10.0%	➖ noise
22	datafusion:vortex-file-compressed	+4.5%	+0.7%	+3.8%	+12.0%	➖ noise
22	duckdb:duckdb	+1.1%	+0.7%	+0.4%	+13.8%	➖ noise
22	duckdb:vortex-compact	+3.5%	+0.7%	+2.7%	+10.0%	➖ noise
22	duckdb:vortex-file-compressed	+4.0%	+0.7%	+3.2%	+10.0%	➖ noise

[github-actions]

Benchmarks: Statistical and Population Genetics

Verdict: No clear signal (low confidence)
Attributed Vortex impact: -2.0%
Vortex (geomean): 0.968x ➖
Parquet (geomean): 0.988x ➖
Shifts: Parquet (control) -1.2% · Median polish -1.5%

---

duckdb / vortex-file-compressed (0.948x ➖, 1↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:vortex-file-compressed	11515551	11724697	0.98
statpopgen_q01/duckdb:vortex-file-compressed 🚀	20371300	28028550	0.73
statpopgen_q02/duckdb:vortex-file-compressed	1325409127	1332964947	0.99
statpopgen_q03/duckdb:vortex-file-compressed	3069298130	3180385451	0.97
statpopgen_q04/duckdb:vortex-file-compressed	3140225029	3096155536	1.01
statpopgen_q05/duckdb:vortex-file-compressed	1422710571	1460550192	0.97
statpopgen_q06/duckdb:vortex-file-compressed	2090229935	2148806181	0.97
statpopgen_q07/duckdb:vortex-file-compressed	231961856	245514474	0.94
statpopgen_q08/duckdb:vortex-file-compressed	249346418	265016190	0.94
statpopgen_q09/duckdb:vortex-file-compressed	2872271435	2992549477	0.96
statpopgen_q10/duckdb:vortex-file-compressed	4740347193	4775853165	0.99

duckdb / vortex-compact (0.987x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:vortex-compact	11548824	11775456	0.98
statpopgen_q01/duckdb:vortex-compact	171013709	167578965	1.02
statpopgen_q02/duckdb:vortex-compact	1854175623	1894625859	0.98
statpopgen_q03/duckdb:vortex-compact	3557002261	3628985586	0.98
statpopgen_q04/duckdb:vortex-compact	3618151538	3644067981	0.99
statpopgen_q05/duckdb:vortex-compact	1876109756	1895417150	0.99
statpopgen_q06/duckdb:vortex-compact	2713284019	2756953528	0.98
statpopgen_q07/duckdb:vortex-compact	953313759	969487997	0.98
statpopgen_q08/duckdb:vortex-compact	991125987	1010926717	0.98
statpopgen_q09/duckdb:vortex-compact	3437154165	3468621453	0.99
statpopgen_q10/duckdb:vortex-compact	5486658237	5596377522	0.98

duckdb / parquet (0.988x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
statpopgen_q00/duckdb:parquet	324482971	326964523	0.99
statpopgen_q01/duckdb:parquet	412992743	412721892	1.00
statpopgen_q02/duckdb:parquet	1011646967	1034125951	0.98
statpopgen_q03/duckdb:parquet	1502775278	1557745344	0.96
statpopgen_q04/duckdb:parquet	1525275925	1559948369	0.98
statpopgen_q05/duckdb:parquet	1029692458	1023620931	1.01
statpopgen_q06/duckdb:parquet	1513676280	1536276404	0.99
statpopgen_q07/duckdb:parquet	1941575895	1935633576	1.00
statpopgen_q08/duckdb:parquet	1937021570	1969250638	0.98
statpopgen_q09/duckdb:parquet	1420036922	1441076740	0.99
statpopgen_q10/duckdb:parquet	2684283783	2713394122	0.99

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	duckdb:vortex-compact	-1.9%	-0.8%	-1.2%	+10.0%	➖ noise
0	duckdb:vortex-file-compressed	-1.8%	-0.8%	-1.0%	+10.0%	➖ noise
1	duckdb:vortex-compact	+2.0%	+0.1%	+2.0%	+31.4%	➖ noise
1	duckdb:vortex-file-compressed	-27.3%	+0.1%	-27.4%	+262.4%	➖ noise
2	duckdb:vortex-compact	-2.1%	-2.2%	+0.0%	+10.0%	➖ noise
2	duckdb:vortex-file-compressed	-0.6%	-2.2%	+1.6%	+10.0%	➖ noise
3	duckdb:vortex-compact	-2.0%	-3.5%	+1.6%	+10.0%	➖ noise
3	duckdb:vortex-file-compressed	-3.5%	-3.5%	+0.0%	+10.0%	➖ noise
4	duckdb:vortex-compact	-0.7%	-2.2%	+1.5%	+10.0%	➖ noise
4	duckdb:vortex-file-compressed	+1.4%	-2.2%	+3.7%	+10.0%	➖ noise
5	duckdb:vortex-compact	-1.0%	+0.6%	-1.6%	+10.0%	➖ noise
5	duckdb:vortex-file-compressed	-2.6%	+0.6%	-3.2%	+10.0%	➖ noise
6	duckdb:vortex-compact	-1.6%	-1.5%	-0.1%	+10.0%	➖ noise
6	duckdb:vortex-file-compressed	-2.7%	-1.5%	-1.3%	+10.0%	➖ noise
7	duckdb:vortex-compact	-1.7%	+0.3%	-2.0%	+10.0%	➖ noise
7	duckdb:vortex-file-compressed	-5.5%	+0.3%	-5.8%	+10.0%	➖ noise
8	duckdb:vortex-compact	-2.0%	-1.6%	-0.3%	+10.0%	➖ noise
8	duckdb:vortex-file-compressed	-5.9%	-1.6%	-4.3%	+10.0%	➖ noise
9	duckdb:vortex-compact	-0.9%	-1.5%	+0.6%	+10.0%	➖ noise
9	duckdb:vortex-file-compressed	-4.0%	-1.5%	-2.6%	+10.0%	➖ noise
10	duckdb:vortex-compact	-2.0%	-1.1%	-0.9%	+10.0%	➖ noise
10	duckdb:vortex-file-compressed	-0.7%	-1.1%	+0.3%	+10.0%	➖ noise

[github-actions]

Benchmarks: Clickbench on NVME

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: +0.1%
Vortex (geomean): 1.268x ❌
Parquet (geomean): 1.206x ❌
Shifts: Parquet (control) +20.6% · Median polish +22.0%

---

datafusion / vortex-file-compressed (1.298x ❌, 0↑ 42↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
clickbench_q00/datafusion:vortex-file-compressed 🚨	2724240	1948703	1.40
clickbench_q01/datafusion:vortex-file-compressed 🚨	17232914	14214973	1.21
clickbench_q02/datafusion:vortex-file-compressed 🚨	40102807	35324958	1.14
clickbench_q03/datafusion:vortex-file-compressed 🚨	43743670	36941881	1.18
clickbench_q04/datafusion:vortex-file-compressed 🚨	391834865	306114299	1.28
clickbench_q05/datafusion:vortex-file-compressed 🚨	416743016	315572922	1.32
clickbench_q06/datafusion:vortex-file-compressed 🚨	2835100	1956038	1.45
clickbench_q07/datafusion:vortex-file-compressed 🚨	20935888	18100466	1.16
clickbench_q08/datafusion:vortex-file-compressed 🚨	478499598	367093813	1.30
clickbench_q09/datafusion:vortex-file-compressed 🚨	866000764	555724977	1.56
clickbench_q10/datafusion:vortex-file-compressed 🚨	91654455	75875554	1.21
clickbench_q11/datafusion:vortex-file-compressed 🚨	105162250	81929361	1.28
clickbench_q12/datafusion:vortex-file-compressed 🚨	357606706	271613796	1.32
clickbench_q13/datafusion:vortex-file-compressed 🚨	531713304	413073182	1.29
clickbench_q14/datafusion:vortex-file-compressed 🚨	333428908	256015976	1.30
clickbench_q15/datafusion:vortex-file-compressed 🚨	463878709	364472015	1.27
clickbench_q16/datafusion:vortex-file-compressed 🚨	1007318573	694048425	1.45
clickbench_q17/datafusion:vortex-file-compressed 🚨	902131864	681723187	1.32
clickbench_q18/datafusion:vortex-file-compressed 🚨	1904056937	1347865649	1.41
clickbench_q19/datafusion:vortex-file-compressed 🚨	31779978	22361587	1.42
clickbench_q20/datafusion:vortex-file-compressed 🚨	408064181	357358319	1.14
clickbench_q21/datafusion:vortex-file-compressed 🚨	501796920	399122307	1.26
clickbench_q22/datafusion:vortex-file-compressed 🚨	638053752	494627319	1.29
clickbench_q23/datafusion:vortex-file-compressed 🚨	1124718165	818081878	1.37
clickbench_q24/datafusion:vortex-file-compressed 🚨	62770166	43621711	1.44
clickbench_q25/datafusion:vortex-file-compressed 🚨	97262818	67888938	1.43
clickbench_q26/datafusion:vortex-file-compressed 🚨	63752511	43444255	1.47
clickbench_q27/datafusion:vortex-file-compressed 🚨	986358311	799838551	1.23
clickbench_q28/datafusion:vortex-file-compressed	7539852757	6887299718	1.09
clickbench_q29/datafusion:vortex-file-compressed 🚨	271951442	245768657	1.11
clickbench_q30/datafusion:vortex-file-compressed 🚨	336406760	227404136	1.48
clickbench_q31/datafusion:vortex-file-compressed 🚨	377736196	271170196	1.39
clickbench_q32/datafusion:vortex-file-compressed 🚨	1735943716	1354697158	1.28
clickbench_q33/datafusion:vortex-file-compressed 🚨	1857916852	1403164407	1.32
clickbench_q34/datafusion:vortex-file-compressed 🚨	1868341073	1400589486	1.33
clickbench_q35/datafusion:vortex-file-compressed 🚨	656826098	504372312	1.30
clickbench_q36/datafusion:vortex-file-compressed 🚨	104517329	80481713	1.30
clickbench_q37/datafusion:vortex-file-compressed 🚨	47545310	38770939	1.23
clickbench_q38/datafusion:vortex-file-compressed 🚨	27374138	22727716	1.20
clickbench_q39/datafusion:vortex-file-compressed 🚨	184384582	146044429	1.26
clickbench_q40/datafusion:vortex-file-compressed 🚨	23964454	19646326	1.22
clickbench_q41/datafusion:vortex-file-compressed 🚨	21755838	16909875	1.29
clickbench_q42/datafusion:vortex-file-compressed 🚨	23146461	18532776	1.25

datafusion / parquet (1.247x ❌, 0↑ 41↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
clickbench_q00/datafusion:parquet 🚨	2696169	1828687	1.47
clickbench_q01/datafusion:parquet 🚨	24319915	20845303	1.17
clickbench_q02/datafusion:parquet 🚨	62581809	55634868	1.12
clickbench_q03/datafusion:parquet 🚨	49510088	43308818	1.14
clickbench_q04/datafusion:parquet 🚨	430906778	341558041	1.26
clickbench_q05/datafusion:parquet 🚨	470960262	358091127	1.32
clickbench_q06/datafusion:parquet 🚨	2424496	1800705	1.35
clickbench_q07/datafusion:parquet 🚨	31159043	23867378	1.31
clickbench_q08/datafusion:parquet 🚨	529101404	412687224	1.28
clickbench_q09/datafusion:parquet 🚨	885300564	659023479	1.34
clickbench_q10/datafusion:parquet 🚨	136321180	107066860	1.27
clickbench_q11/datafusion:parquet 🚨	167859633	134987529	1.24
clickbench_q12/datafusion:parquet 🚨	449297119	368537711	1.22
clickbench_q13/datafusion:parquet 🚨	645869172	511895452	1.26
clickbench_q14/datafusion:parquet 🚨	459522513	355939085	1.29
clickbench_q15/datafusion:parquet 🚨	501646509	386867133	1.30
clickbench_q16/datafusion:parquet 🚨	968975511	697716494	1.39
clickbench_q17/datafusion:parquet 🚨	882232300	680401291	1.30
clickbench_q18/datafusion:parquet 🚨	1857705156	1570903142	1.18
clickbench_q19/datafusion:parquet 🚨	38044413	33495122	1.14
clickbench_q20/datafusion:parquet 🚨	738596830	598553084	1.23
clickbench_q21/datafusion:parquet 🚨	804604846	658983367	1.22
clickbench_q22/datafusion:parquet 🚨	1231198417	958129349	1.29
clickbench_q23/datafusion:parquet 🚨	4607107850	3647892749	1.26
clickbench_q24/datafusion:parquet 🚨	105208560	88143770	1.19
clickbench_q25/datafusion:parquet 🚨	167420949	138850922	1.21
clickbench_q26/datafusion:parquet 🚨	101882976	89304870	1.14
clickbench_q27/datafusion:parquet 🚨	1319778751	1044507108	1.26
clickbench_q28/datafusion:parquet	7236701613	6597212398	1.10
clickbench_q29/datafusion:parquet	259656994	242167770	1.07
clickbench_q30/datafusion:parquet 🚨	446954949	361230180	1.24
clickbench_q31/datafusion:parquet 🚨	520897299	390770302	1.33
clickbench_q32/datafusion:parquet 🚨	1626221090	1199838684	1.36
clickbench_q33/datafusion:parquet 🚨	2159122420	1499952012	1.44
clickbench_q34/datafusion:parquet 🚨	2026239515	1486276214	1.36
clickbench_q35/datafusion:parquet 🚨	684960599	530372389	1.29
clickbench_q36/datafusion:parquet 🚨	184093053	144292610	1.28
clickbench_q37/datafusion:parquet 🚨	71544408	62018350	1.15
clickbench_q38/datafusion:parquet 🚨	109121862	89603271	1.22
clickbench_q39/datafusion:parquet 🚨	332327854	270389851	1.23
clickbench_q40/datafusion:parquet 🚨	41958387	34461594	1.22
clickbench_q41/datafusion:parquet 🚨	34207375	29452468	1.16
clickbench_q42/datafusion:parquet 🚨	36672961	31914766	1.15

duckdb / vortex-file-compressed (1.239x ❌, 1↑ 42↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
clickbench_q00/duckdb:vortex-file-compressed 🚨	8354956	5862736	1.43
clickbench_q01/duckdb:vortex-file-compressed 🚨	17618693	13658937	1.29
clickbench_q02/duckdb:vortex-file-compressed 🚨	33081974	24924044	1.33
clickbench_q03/duckdb:vortex-file-compressed 🚨	40355163	30173437	1.34
clickbench_q04/duckdb:vortex-file-compressed 🚨	210505671	170659365	1.23
clickbench_q05/duckdb:vortex-file-compressed 🚨	281800296	195533222	1.44
clickbench_q06/duckdb:vortex-file-compressed 🚨	25366837	18263997	1.39
clickbench_q07/duckdb:vortex-file-compressed 🚨	24051620	14985624	1.60
clickbench_q08/duckdb:vortex-file-compressed 🚨	331718644	262780937	1.26
clickbench_q09/duckdb:vortex-file-compressed 🚨	461461370	375832448	1.23
clickbench_q10/duckdb:vortex-file-compressed 🚨	101664913	74294728	1.37
clickbench_q11/duckdb:vortex-file-compressed 🚨	100066222	84279292	1.19
clickbench_q12/duckdb:vortex-file-compressed 🚨	259753934	210280762	1.24
clickbench_q13/duckdb:vortex-file-compressed 🚨	561556730	438214588	1.28
clickbench_q14/duckdb:vortex-file-compressed 🚨	302590607	239402002	1.26
clickbench_q15/duckdb:vortex-file-compressed 🚨	255475928	210099922	1.22
clickbench_q16/duckdb:vortex-file-compressed 🚨	838266607	695731041	1.20
clickbench_q17/duckdb:vortex-file-compressed 🚨	756995009	558829159	1.35
clickbench_q18/duckdb:vortex-file-compressed 🚨	1414713673	1166383812	1.21
clickbench_q19/duckdb:vortex-file-compressed 🚨	26097463	21998841	1.19
clickbench_q20/duckdb:vortex-file-compressed 🚨	460474238	384692115	1.20
clickbench_q21/duckdb:vortex-file-compressed 🚨	507815725	409257479	1.24
clickbench_q22/duckdb:vortex-file-compressed 🚨	735955256	561418915	1.31
clickbench_q23/duckdb:vortex-file-compressed 🚀	1011479991	1589186455	0.64
clickbench_q24/duckdb:vortex-file-compressed 🚨	58392867	51580846	1.13
clickbench_q25/duckdb:vortex-file-compressed 🚨	93290183	77822024	1.20
clickbench_q26/duckdb:vortex-file-compressed 🚨	53733244	46337711	1.16
clickbench_q27/duckdb:vortex-file-compressed 🚨	608519981	501951659	1.21
clickbench_q28/duckdb:vortex-file-compressed 🚨	3409643817	2986034414	1.14
clickbench_q29/duckdb:vortex-file-compressed 🚨	31122380	27506818	1.13
clickbench_q30/duckdb:vortex-file-compressed 🚨	217057460	182385937	1.19
clickbench_q31/duckdb:vortex-file-compressed 🚨	317785307	262079304	1.21
clickbench_q32/duckdb:vortex-file-compressed 🚨	1543933496	1320994729	1.17
clickbench_q33/duckdb:vortex-file-compressed 🚨	2004101639	1413320354	1.42
clickbench_q34/duckdb:vortex-file-compressed 🚨	2028578444	1556050187	1.30
clickbench_q35/duckdb:vortex-file-compressed 🚨	418576805	370325845	1.13
clickbench_q36/duckdb:vortex-file-compressed 🚨	35070441	28454226	1.23
clickbench_q37/duckdb:vortex-file-compressed 🚨	25545823	19912804	1.28
clickbench_q38/duckdb:vortex-file-compressed 🚨	30017924	22908391	1.31
clickbench_q39/duckdb:vortex-file-compressed 🚨	57182679	41538607	1.38
clickbench_q40/duckdb:vortex-file-compressed 🚨	25041090	21586551	1.16
clickbench_q41/duckdb:vortex-file-compressed 🚨	23306815	19992774	1.17
clickbench_q42/duckdb:vortex-file-compressed 🚨	24815957	18885486	1.31

duckdb / parquet (1.166x ❌, 0↑ 39↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
clickbench_q00/duckdb:parquet 🚨	297425596	216070042	1.38
clickbench_q01/duckdb:parquet 🚨	56917227	50346813	1.13
clickbench_q02/duckdb:parquet 🚨	76729455	65441866	1.17
clickbench_q03/duckdb:parquet 🚨	72960440	63380310	1.15
clickbench_q04/duckdb:parquet 🚨	270108266	204463595	1.32
clickbench_q05/duckdb:parquet 🚨	316375224	283972227	1.11
clickbench_q06/duckdb:parquet 🚨	68558669	59066373	1.16
clickbench_q07/duckdb:parquet 🚨	59732232	51867423	1.15
clickbench_q08/duckdb:parquet 🚨	311717440	266823680	1.17
clickbench_q09/duckdb:parquet 🚨	455931646	395710486	1.15
clickbench_q10/duckdb:parquet 🚨	108077454	96518912	1.12
clickbench_q11/duckdb:parquet 🚨	123339222	108146869	1.14
clickbench_q12/duckdb:parquet 🚨	346298913	297352472	1.16
clickbench_q13/duckdb:parquet 🚨	634344455	509872640	1.24
clickbench_q14/duckdb:parquet 🚨	412155879	329239780	1.25
clickbench_q15/duckdb:parquet 🚨	284511264	242220644	1.17
clickbench_q16/duckdb:parquet 🚨	725626331	626668659	1.16
clickbench_q17/duckdb:parquet 🚨	585885718	508231517	1.15
clickbench_q18/duckdb:parquet 🚨	1233053959	1060731735	1.16
clickbench_q19/duckdb:parquet 🚨	58209222	49391046	1.18
clickbench_q20/duckdb:parquet 🚨	496501657	438881252	1.13
clickbench_q21/duckdb:parquet 🚨	650311466	556173698	1.17
clickbench_q22/duckdb:parquet 🚨	1102097612	926739485	1.19
clickbench_q23/duckdb:parquet	341271933	316968425	1.08
clickbench_q24/duckdb:parquet	83716491	78421968	1.07
clickbench_q25/duckdb:parquet	151211476	140024185	1.08
clickbench_q26/duckdb:parquet	58958535	53877395	1.09
clickbench_q27/duckdb:parquet 🚨	747913166	649259910	1.15
clickbench_q28/duckdb:parquet 🚨	5372518598	4868397589	1.10
clickbench_q29/duckdb:parquet 🚨	68994225	61184612	1.13
clickbench_q30/duckdb:parquet 🚨	347274545	304225294	1.14
clickbench_q31/duckdb:parquet 🚨	400477418	348731724	1.15
clickbench_q32/duckdb:parquet 🚨	1372747857	1136091968	1.21
clickbench_q33/duckdb:parquet 🚨	1543585988	1246899679	1.24
clickbench_q34/duckdb:parquet 🚨	1541544523	1269881528	1.21
clickbench_q35/duckdb:parquet 🚨	397363914	353213927	1.12
clickbench_q36/duckdb:parquet 🚨	71456388	63872182	1.12
clickbench_q37/duckdb:parquet 🚨	62348018	53602400	1.16
clickbench_q38/duckdb:parquet 🚨	74637587	58899782	1.27
clickbench_q39/duckdb:parquet 🚨	119012140	96768555	1.23
clickbench_q40/duckdb:parquet 🚨	65104794	55205438	1.18
clickbench_q41/duckdb:parquet 🚨	65654386	59480344	1.10
clickbench_q42/duckdb:parquet 🚨	63380417	51492086	1.23

duckdb / duckdb (1.094x ➖, 0↑ 16↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
clickbench_q00/duckdb:duckdb	18927605	17537268	1.08
clickbench_q01/duckdb:duckdb	34548585	33465783	1.03
clickbench_q02/duckdb:duckdb	48209536	45160903	1.07
clickbench_q03/duckdb:duckdb	49849402	47632712	1.05
clickbench_q04/duckdb:duckdb	234444373	219897500	1.07
clickbench_q05/duckdb:duckdb	348471714	326846872	1.07
clickbench_q06/duckdb:duckdb	37692891	34734848	1.09
clickbench_q07/duckdb:duckdb	37841438	36152471	1.05
clickbench_q08/duckdb:duckdb 🚨	340909575	295058238	1.16
clickbench_q09/duckdb:duckdb	522945183	482519883	1.08
clickbench_q10/duckdb:duckdb 🚨	114733384	97233502	1.18
clickbench_q11/duckdb:duckdb 🚨	126290485	106229660	1.19
clickbench_q12/duckdb:duckdb	336207526	307958659	1.09
clickbench_q13/duckdb:duckdb 🚨	604049257	528411244	1.14
clickbench_q14/duckdb:duckdb	384359170	364235605	1.06
clickbench_q15/duckdb:duckdb 🚨	306785928	266647943	1.15
clickbench_q16/duckdb:duckdb 🚨	792609427	681392289	1.16
clickbench_q17/duckdb:duckdb 🚨	661830453	595689335	1.11
clickbench_q18/duckdb:duckdb 🚨	1617048631	1282151087	1.26
clickbench_q19/duckdb:duckdb	36480872	34413660	1.06
clickbench_q20/duckdb:duckdb	941374587	1017766582	0.92
clickbench_q21/duckdb:duckdb	1050704156	1071197613	0.98
clickbench_q22/duckdb:duckdb	1196087067	1119858339	1.07
clickbench_q23/duckdb:duckdb 🚨	327538784	246678273	1.33
clickbench_q24/duckdb:duckdb	65206694	60708084	1.07
clickbench_q25/duckdb:duckdb	131591686	124423463	1.06
clickbench_q26/duckdb:duckdb 🚨	60405151	53792797	1.12
clickbench_q27/duckdb:duckdb	1048551182	1097637945	0.96
clickbench_q28/duckdb:duckdb 🚨	5194688067	4589041292	1.13
clickbench_q29/duckdb:duckdb	51357466	48227044	1.06
clickbench_q30/duckdb:duckdb 🚨	356455844	289198659	1.23
clickbench_q31/duckdb:duckdb 🚨	525257367	407145847	1.29
clickbench_q32/duckdb:duckdb	1708093311	1626705478	1.05
clickbench_q33/duckdb:duckdb	2319515663	2162131658	1.07
clickbench_q34/duckdb:duckdb 🚨	2517087122	2270419244	1.11
clickbench_q35/duckdb:duckdb 🚨	298698206	264156424	1.13
clickbench_q36/duckdb:duckdb	42761069	42169063	1.01
clickbench_q37/duckdb:duckdb	33783507	31703879	1.07
clickbench_q38/duckdb:duckdb	33091791	31271105	1.06
clickbench_q39/duckdb:duckdb 🚨	78705733	69301631	1.14
clickbench_q40/duckdb:duckdb	33169106	31803863	1.04
clickbench_q41/duckdb:duckdb	32445491	30620777	1.06
clickbench_q42/duckdb:duckdb	33744970	31907058	1.06

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-file-compressed	+39.8%	+42.5%	-1.9%	+528.2%	➖ noise
0	duckdb:duckdb	+7.9%	+42.5%	-24.2%	+246.9%	➖ noise
0	duckdb:vortex-file-compressed	+42.5%	+42.5%	+0.0%	+292.1%	➖ noise
1	datafusion:vortex-file-compressed	+21.2%	+14.8%	+5.6%	+25.6%	➖ noise
1	duckdb:duckdb	+3.2%	+14.8%	-10.1%	+43.0%	➖ noise
1	duckdb:vortex-file-compressed	+29.0%	+14.8%	+12.3%	+16.5%	➖ noise
2	datafusion:vortex-file-compressed	+13.5%	+14.8%	-1.1%	+28.4%	➖ noise
2	duckdb:duckdb	+6.8%	+14.8%	-7.0%	+16.6%	➖ noise
2	duckdb:vortex-file-compressed	+32.7%	+14.8%	+15.6%	+14.7%	🚨 regression
3	datafusion:vortex-file-compressed	+18.4%	+14.7%	+3.2%	+151.5%	➖ noise
3	duckdb:duckdb	+4.7%	+14.7%	-8.8%	+43.7%	➖ noise
3	duckdb:vortex-file-compressed	+33.7%	+14.7%	+16.6%	+33.3%	➖ noise
4	datafusion:vortex-file-compressed	+28.0%	+29.1%	-0.8%	+14.2%	➖ noise
4	duckdb:duckdb	+6.6%	+29.1%	-17.4%	+14.2%	✅ faster
4	duckdb:vortex-file-compressed	+23.3%	+29.1%	-4.5%	+14.2%	➖ noise
5	datafusion:vortex-file-compressed	+32.1%	+21.0%	+9.1%	+14.2%	➖ noise
5	duckdb:duckdb	+6.6%	+21.0%	-11.9%	+14.2%	➖ noise
5	duckdb:vortex-file-compressed	+44.1%	+21.0%	+19.1%	+14.2%	🚨 regression
6	datafusion:vortex-file-compressed	+44.9%	+25.0%	+15.9%	+30.1%	➖ noise
6	duckdb:duckdb	+8.5%	+25.0%	-13.2%	+25.5%	➖ noise
6	duckdb:vortex-file-compressed	+38.9%	+25.0%	+11.1%	+14.7%	➖ noise
7	datafusion:vortex-file-compressed	+15.7%	+22.6%	-5.7%	+14.2%	➖ noise
7	duckdb:duckdb	+4.7%	+22.6%	-14.6%	+14.2%	✅ faster
7	duckdb:vortex-file-compressed	+60.5%	+22.6%	+30.9%	+14.2%	🚨 regression
8	datafusion:vortex-file-compressed	+30.3%	+22.4%	+6.5%	+14.2%	➖ noise
8	duckdb:duckdb	+15.5%	+22.4%	-5.6%	+14.2%	➖ noise
8	duckdb:vortex-file-compressed	+26.2%	+22.4%	+3.1%	+14.2%	➖ noise
9	datafusion:vortex-file-compressed	+55.8%	+24.4%	+25.3%	+14.2%	🚨 regression
9	duckdb:duckdb	+8.4%	+24.4%	-12.9%	+14.2%	✅ faster
9	duckdb:vortex-file-compressed	+22.8%	+24.4%	-1.3%	+14.2%	➖ noise
10	datafusion:vortex-file-compressed	+20.8%	+19.4%	+1.2%	+14.2%	➖ noise
10	duckdb:duckdb	+18.0%	+19.4%	-1.2%	+14.2%	➖ noise
10	duckdb:vortex-file-compressed	+36.8%	+19.4%	+14.6%	+14.2%	🚨 regression
11	datafusion:vortex-file-compressed	+28.4%	+19.1%	+7.8%	+14.2%	➖ noise
11	duckdb:duckdb	+18.9%	+19.1%	-0.2%	+14.2%	➖ noise
11	duckdb:vortex-file-compressed	+18.7%	+19.1%	-0.3%	+14.2%	➖ noise
12	datafusion:vortex-file-compressed	+31.7%	+19.2%	+10.5%	+14.2%	➖ noise
12	duckdb:duckdb	+9.2%	+19.2%	-8.4%	+14.2%	➖ noise
12	duckdb:vortex-file-compressed	+23.5%	+19.2%	+3.7%	+14.2%	➖ noise
13	datafusion:vortex-file-compressed	+28.7%	+25.3%	+2.7%	+14.2%	➖ noise
13	duckdb:duckdb	+14.3%	+25.3%	-8.8%	+14.2%	➖ noise
13	duckdb:vortex-file-compressed	+28.1%	+25.3%	+2.3%	+14.2%	➖ noise
14	datafusion:vortex-file-compressed	+30.2%	+27.1%	+2.4%	+14.2%	➖ noise
14	duckdb:duckdb	+5.5%	+27.1%	-17.0%	+14.2%	✅ faster
14	duckdb:vortex-file-compressed	+26.4%	+27.1%	-0.6%	+14.2%	➖ noise
15	datafusion:vortex-file-compressed	+27.3%	+23.4%	+3.1%	+14.2%	➖ noise
15	duckdb:duckdb	+15.1%	+23.4%	-6.8%	+14.2%	➖ noise
15	duckdb:vortex-file-compressed	+21.6%	+23.4%	-1.5%	+14.2%	➖ noise
16	datafusion:vortex-file-compressed	+45.1%	+26.8%	+14.5%	+14.2%	🚨 regression
16	duckdb:duckdb	+16.3%	+26.8%	-8.3%	+14.2%	➖ noise
16	duckdb:vortex-file-compressed	+20.5%	+26.8%	-5.0%	+15.7%	➖ noise
17	datafusion:vortex-file-compressed	+32.3%	+22.3%	+8.2%	+14.2%	➖ noise
17	duckdb:duckdb	+11.1%	+22.3%	-9.1%	+14.2%	➖ noise
17	duckdb:vortex-file-compressed	+35.5%	+22.3%	+10.8%	+17.4%	➖ noise
18	datafusion:vortex-file-compressed	+41.3%	+17.2%	+20.5%	+14.2%	🚨 regression
18	duckdb:duckdb	+26.1%	+17.2%	+7.6%	+14.2%	➖ noise
18	duckdb:vortex-file-compressed	+21.3%	+17.2%	+3.4%	+14.2%	➖ noise
19	datafusion:vortex-file-compressed	+42.1%	+15.7%	+22.8%	+14.2%	🚨 regression
19	duckdb:duckdb	+6.0%	+15.7%	-8.4%	+14.2%	➖ noise
19	duckdb:vortex-file-compressed	+18.6%	+15.7%	+2.5%	+22.1%	➖ noise
20	datafusion:vortex-file-compressed	+14.2%	+18.2%	-3.4%	+178.5%	➖ noise
20	duckdb:duckdb	-7.5%	+18.2%	-21.7%	+18.1%	✅ faster
20	duckdb:vortex-file-compressed	+19.7%	+18.2%	+1.3%	+14.2%	➖ noise
21	datafusion:vortex-file-compressed	+25.7%	+19.5%	+5.2%	+14.2%	➖ noise
21	duckdb:duckdb	-1.9%	+19.5%	-17.9%	+14.2%	✅ faster
21	duckdb:vortex-file-compressed	+24.1%	+19.5%	+3.8%	+14.2%	➖ noise
22	datafusion:vortex-file-compressed	+29.0%	+23.6%	+4.4%	+14.2%	➖ noise
22	duckdb:duckdb	+6.8%	+23.6%	-13.6%	+14.2%	✅ faster
22	duckdb:vortex-file-compressed	+31.1%	+23.6%	+6.0%	+14.3%	➖ noise
23	datafusion:vortex-file-compressed	+37.5%	+16.6%	+17.9%	+31.2%	➖ noise
23	duckdb:duckdb	+32.8%	+16.6%	+13.9%	+14.2%	➖ noise
23	duckdb:vortex-file-compressed	-36.4%	+16.6%	-45.4%	+24.7%	✅ faster
24	datafusion:vortex-file-compressed	+43.9%	+12.9%	+27.5%	+22.1%	🚨 regression
24	duckdb:duckdb	+7.4%	+12.9%	-4.8%	+14.2%	➖ noise
24	duckdb:vortex-file-compressed	+13.2%	+12.9%	+0.3%	+26.1%	➖ noise
25	datafusion:vortex-file-compressed	+43.3%	+14.1%	+25.6%	+14.2%	🚨 regression
25	duckdb:duckdb	+5.8%	+14.1%	-7.3%	+14.2%	➖ noise
25	duckdb:vortex-file-compressed	+19.9%	+14.1%	+5.1%	+14.2%	➖ noise
26	datafusion:vortex-file-compressed	+46.7%	+11.7%	+31.3%	+30.7%	🚨 regression
26	duckdb:duckdb	+12.3%	+11.7%	+0.5%	+16.4%	➖ noise
26	duckdb:vortex-file-compressed	+16.0%	+11.7%	+3.8%	+26.4%	➖ noise
27	datafusion:vortex-file-compressed	+23.3%	+20.6%	+2.2%	+14.2%	➖ noise
27	duckdb:duckdb	-4.5%	+20.6%	-20.8%	+14.2%	✅ faster
27	duckdb:vortex-file-compressed	+21.2%	+20.6%	+0.5%	+14.2%	➖ noise
28	datafusion:vortex-file-compressed	+9.5%	+10.0%	-0.5%	+14.2%	➖ noise
28	duckdb:duckdb	+13.2%	+10.0%	+2.9%	+14.2%	➖ noise
28	duckdb:vortex-file-compressed	+14.2%	+10.0%	+3.8%	+14.2%	➖ noise
29	datafusion:vortex-file-compressed	+10.7%	+10.0%	+0.6%	+14.2%	➖ noise
29	duckdb:duckdb	+6.5%	+10.0%	-3.2%	+14.2%	➖ noise
29	duckdb:vortex-file-compressed	+13.1%	+10.0%	+2.9%	+14.2%	➖ noise
30	datafusion:vortex-file-compressed	+47.9%	+18.8%	+24.5%	+14.2%	🚨 regression
30	duckdb:duckdb	+23.3%	+18.8%	+3.7%	+14.2%	➖ noise
30	duckdb:vortex-file-compressed	+19.0%	+18.8%	+0.1%	+14.2%	➖ noise
31	datafusion:vortex-file-compressed	+39.3%	+23.7%	+12.6%	+14.2%	➖ noise
31	duckdb:duckdb	+29.0%	+23.7%	+4.3%	+14.2%	➖ noise
31	duckdb:vortex-file-compressed	+21.3%	+23.7%	-2.0%	+14.2%	➖ noise
32	datafusion:vortex-file-compressed	+28.1%	+28.0%	+0.1%	+18.4%	➖ noise
32	duckdb:duckdb	+5.0%	+28.0%	-17.9%	+14.2%	✅ faster
32	duckdb:vortex-file-compressed	+16.9%	+28.0%	-8.7%	+14.2%	➖ noise
33	datafusion:vortex-file-compressed	+32.4%	+33.5%	-0.8%	+14.2%	➖ noise
33	duckdb:duckdb	+7.3%	+33.5%	-19.6%	+14.2%	✅ faster
33	duckdb:vortex-file-compressed	+41.8%	+33.5%	+6.2%	+14.2%	➖ noise
34	datafusion:vortex-file-compressed	+33.4%	+28.6%	+3.7%	+14.2%	➖ noise
34	duckdb:duckdb	+10.9%	+28.6%	-13.8%	+14.2%	✅ faster
34	duckdb:vortex-file-compressed	+30.4%	+28.6%	+1.3%	+14.2%	➖ noise
35	datafusion:vortex-file-compressed	+30.2%	+20.5%	+8.0%	+14.2%	➖ noise
35	duckdb:duckdb	+13.1%	+20.5%	-6.2%	+14.2%	➖ noise
35	duckdb:vortex-file-compressed	+13.0%	+20.5%	-6.2%	+14.2%	➖ noise
36	datafusion:vortex-file-compressed	+29.9%	+19.5%	+8.7%	+14.2%	➖ noise
36	duckdb:duckdb	+1.4%	+19.5%	-15.1%	+17.0%	✅ faster
36	duckdb:vortex-file-compressed	+23.3%	+19.5%	+3.2%	+16.9%	➖ noise
37	datafusion:vortex-file-compressed	+22.6%	+15.8%	+5.9%	+14.2%	➖ noise
37	duckdb:duckdb	+6.6%	+15.8%	-8.0%	+14.2%	➖ noise
37	duckdb:vortex-file-compressed	+28.3%	+15.8%	+10.7%	+14.2%	➖ noise
38	datafusion:vortex-file-compressed	+20.4%	+24.2%	-3.0%	+14.2%	➖ noise
38	duckdb:duckdb	+5.8%	+24.2%	-14.8%	+14.2%	✅ faster
38	duckdb:vortex-file-compressed	+31.0%	+24.2%	+5.5%	+14.2%	➖ noise
39	datafusion:vortex-file-compressed	+26.3%	+22.9%	+2.7%	+14.2%	➖ noise
39	duckdb:duckdb	+13.6%	+22.9%	-7.6%	+26.4%	➖ noise
39	duckdb:vortex-file-compressed	+37.7%	+22.9%	+12.0%	+14.2%	➖ noise
40	datafusion:vortex-file-compressed	+22.0%	+19.8%	+1.8%	+14.2%	➖ noise
40	duckdb:duckdb	+4.3%	+19.8%	-13.0%	+14.2%	✅ faster
40	duckdb:vortex-file-compressed	+16.0%	+19.8%	-3.2%	+14.2%	➖ noise
41	datafusion:vortex-file-compressed	+28.7%	+13.2%	+13.6%	+14.2%	➖ noise
41	duckdb:duckdb	+6.0%	+13.2%	-6.4%	+14.2%	➖ noise
41	duckdb:vortex-file-compressed	+16.6%	+13.2%	+3.0%	+14.2%	➖ noise
42	datafusion:vortex-file-compressed	+24.9%	+18.9%	+5.0%	+14.2%	➖ noise
42	duckdb:duckdb	+5.8%	+18.9%	-11.1%	+14.2%	➖ noise
42	duckdb:vortex-file-compressed	+31.4%	+18.9%	+10.5%	+14.2%	➖ noise

[github-actions]

Benchmarks: FineWeb S3

Verdict: No clear signal (low confidence)
Attributed Vortex impact: -3.6%
Vortex (geomean): 0.993x ➖
Parquet (geomean): 1.030x ➖
Shifts: Parquet (control) +3.0% · Median polish +0.5%

---

datafusion / vortex-file-compressed (0.997x ➖, 1↑ 1↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-file-compressed 🚀	32742784	113238146	0.29
fineweb_q01/datafusion:vortex-file-compressed	638821168	522904068	1.22
fineweb_q02/datafusion:vortex-file-compressed 🚨	1266544572	516817491	2.45
fineweb_q03/datafusion:vortex-file-compressed	1574412104	1375972002	1.14
fineweb_q04/datafusion:vortex-file-compressed	1346225313	1387981521	0.97
fineweb_q05/datafusion:vortex-file-compressed	1323812671	1364263287	0.97
fineweb_q06/datafusion:vortex-file-compressed	1633771151	1503633756	1.09
fineweb_q07/datafusion:vortex-file-compressed	1357083183	1404221889	0.97
fineweb_q08/datafusion:vortex-file-compressed	551373135	552226258	1.00

datafusion / vortex-compact (0.925x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
fineweb_q00/datafusion:vortex-compact	30914774	42929914	0.72
fineweb_q01/datafusion:vortex-compact	510549090	629983339	0.81
fineweb_q02/datafusion:vortex-compact	672379809	870347121	0.77
fineweb_q03/datafusion:vortex-compact	1829729080	1831469378	1.00
fineweb_q04/datafusion:vortex-compact	2226134707	2219991565	1.00
fineweb_q05/datafusion:vortex-compact	1679485832	1681396268	1.00
fineweb_q06/datafusion:vortex-compact	1401982546	1420716765	0.99
fineweb_q07/datafusion:vortex-compact	1324422120	1284813681	1.03
fineweb_q08/datafusion:vortex-compact	452046280	419852887	1.08

datafusion / parquet (1.071x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
fineweb_q00/datafusion:parquet	1448812538	1302886917	1.11
fineweb_q01/datafusion:parquet	2097020850	1891789157	1.11
fineweb_q02/datafusion:parquet	1859187992	1919341378	0.97
fineweb_q03/datafusion:parquet	1829694341	1886366654	0.97
fineweb_q04/datafusion:parquet	1987134415	1922137929	1.03
fineweb_q05/datafusion:parquet	1884240693	1839032329	1.02
fineweb_q06/datafusion:parquet	2042955780	1732655491	1.18
fineweb_q07/datafusion:parquet	1910209000	1846198814	1.03
fineweb_q08/datafusion:parquet	2200415331	1773273411	1.24

duckdb / vortex-file-compressed (1.032x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-file-compressed	86189565	80473414	1.07
fineweb_q01/duckdb:vortex-file-compressed	651237679	645862855	1.01
fineweb_q02/duckdb:vortex-file-compressed	510004805	497382017	1.03
fineweb_q03/duckdb:vortex-file-compressed	1473007552	1461780222	1.01
fineweb_q04/duckdb:vortex-file-compressed	1556777687	1414669077	1.10
fineweb_q05/duckdb:vortex-file-compressed	1514526936	1457500390	1.04
fineweb_q06/duckdb:vortex-file-compressed	1624899637	1632198930	1.00
fineweb_q07/duckdb:vortex-file-compressed	1458656473	1444640600	1.01
fineweb_q08/duckdb:vortex-file-compressed	618697835	598998125	1.03

duckdb / vortex-compact (1.021x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
fineweb_q00/duckdb:vortex-compact	83029032	83150106	1.00
fineweb_q01/duckdb:vortex-compact	637817067	701378002	0.91
fineweb_q02/duckdb:vortex-compact	714322610	677212635	1.05
fineweb_q03/duckdb:vortex-compact	1638092032	1621542002	1.01
fineweb_q04/duckdb:vortex-compact	1735160001	1687237740	1.03
fineweb_q05/duckdb:vortex-compact	1507557042	1478104069	1.02
fineweb_q06/duckdb:vortex-compact	1475540084	1464122542	1.01
fineweb_q07/duckdb:vortex-compact	1428964084	1275740852	1.12
fineweb_q08/duckdb:vortex-compact	492926334	470157552	1.05

duckdb / parquet (0.990x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
fineweb_q00/duckdb:parquet	1100778944	1241344962	0.89
fineweb_q01/duckdb:parquet	1755536664	1869537397	0.94
fineweb_q02/duckdb:parquet	1688041328	1731814763	0.97
fineweb_q03/duckdb:parquet	4285175995	4039807279	1.06
fineweb_q04/duckdb:parquet	1912993001	1853885179	1.03
fineweb_q05/duckdb:parquet	2733470341	2588593786	1.06
fineweb_q06/duckdb:parquet	3478950142	3579364337	0.97
fineweb_q07/duckdb:parquet	4106484171	4133414040	0.99
fineweb_q08/duckdb:parquet	1136198093	1122567452	1.01

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
0	datafusion:vortex-compact	-28.0%	-0.7%	-27.5%	+109.4%	➖ noise
0	datafusion:vortex-file-compressed	-71.1%	-0.7%	-70.9%	+103.0%	✅ faster
0	duckdb:vortex-compact	-0.1%	-0.7%	+0.6%	+75.7%	➖ noise
0	duckdb:vortex-file-compressed	+7.1%	-0.7%	+7.9%	+35.0%	➖ noise
1	datafusion:vortex-compact	-19.0%	+2.0%	-20.6%	+70.1%	➖ noise
1	datafusion:vortex-file-compressed	+22.2%	+2.0%	+19.7%	+119.8%	➖ noise
1	duckdb:vortex-compact	-9.1%	+2.0%	-10.9%	+47.5%	➖ noise
1	duckdb:vortex-file-compressed	+0.8%	+2.0%	-1.2%	+30.0%	➖ noise
2	datafusion:vortex-compact	-22.7%	-2.8%	-20.5%	+54.6%	➖ noise
2	datafusion:vortex-file-compressed	+145.1%	-2.8%	+152.2%	+50.3%	🚨 regression
2	duckdb:vortex-compact	+5.5%	-2.8%	+8.6%	+30.0%	➖ noise
2	duckdb:vortex-file-compressed	+2.5%	-2.8%	+5.5%	+30.0%	➖ noise
3	datafusion:vortex-compact	-0.1%	+1.4%	-1.5%	+30.0%	➖ noise
3	datafusion:vortex-file-compressed	+14.4%	+1.4%	+12.8%	+30.0%	➖ noise
3	duckdb:vortex-compact	+1.0%	+1.4%	-0.4%	+30.0%	➖ noise
3	duckdb:vortex-file-compressed	+0.8%	+1.4%	-0.7%	+30.0%	➖ noise
4	datafusion:vortex-compact	+0.3%	+3.3%	-2.9%	+30.0%	➖ noise
4	datafusion:vortex-file-compressed	-3.0%	+3.3%	-6.1%	+30.0%	➖ noise
4	duckdb:vortex-compact	+2.8%	+3.3%	-0.4%	+30.0%	➖ noise
4	duckdb:vortex-file-compressed	+10.0%	+3.3%	+6.5%	+30.0%	➖ noise
5	datafusion:vortex-compact	-0.1%	+4.0%	-4.0%	+30.0%	➖ noise
5	datafusion:vortex-file-compressed	-3.0%	+4.0%	-6.7%	+30.0%	➖ noise
5	duckdb:vortex-compact	+2.0%	+4.0%	-1.9%	+30.0%	➖ noise
5	duckdb:vortex-file-compressed	+3.9%	+4.0%	-0.1%	+30.0%	➖ noise
6	datafusion:vortex-compact	-1.3%	+7.1%	-7.8%	+30.0%	➖ noise
6	datafusion:vortex-file-compressed	+8.7%	+7.1%	+1.5%	+30.0%	➖ noise
6	duckdb:vortex-compact	+0.8%	+7.1%	-5.9%	+30.0%	➖ noise
6	duckdb:vortex-file-compressed	-0.4%	+7.1%	-7.0%	+30.0%	➖ noise
7	datafusion:vortex-compact	+3.1%	+1.4%	+1.7%	+30.0%	➖ noise
7	datafusion:vortex-file-compressed	-3.4%	+1.4%	-4.7%	+30.0%	➖ noise
7	duckdb:vortex-compact	+12.0%	+1.4%	+10.5%	+30.0%	➖ noise
7	duckdb:vortex-file-compressed	+1.0%	+1.4%	-0.4%	+30.0%	➖ noise
8	datafusion:vortex-compact	+7.7%	+12.1%	-3.9%	+30.0%	➖ noise
8	datafusion:vortex-file-compressed	-0.2%	+12.1%	-10.9%	+30.0%	➖ noise
8	duckdb:vortex-compact	+4.8%	+12.1%	-6.4%	+30.0%	➖ noise
8	duckdb:vortex-file-compressed	+3.3%	+12.1%	-7.8%	+30.0%	➖ noise

[github-actions]

Benchmarks: TPC-H SF=1 on S3

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: +1.4%
Vortex (geomean): 1.008x ➖
Parquet (geomean): 0.995x ➖
Shifts: Parquet (control) -0.5% · Median polish +0.6%

---

datafusion / vortex-file-compressed (1.092x ➖, 0↑ 3↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	214137566	205065715	1.04
tpch_q02/datafusion:vortex-file-compressed	504818707	447044567	1.13
tpch_q03/datafusion:vortex-file-compressed	435763261	343505638	1.27
tpch_q04/datafusion:vortex-file-compressed	251692281	204517472	1.23
tpch_q05/datafusion:vortex-file-compressed	470370955	404297946	1.16
tpch_q06/datafusion:vortex-file-compressed	286442225	325951322	0.88
tpch_q07/datafusion:vortex-file-compressed	383848709	386323671	0.99
tpch_q08/datafusion:vortex-file-compressed	587085850	636281069	0.92
tpch_q09/datafusion:vortex-file-compressed	406760639	335710864	1.21
tpch_q10/datafusion:vortex-file-compressed	493321034	476021409	1.04
tpch_q11/datafusion:vortex-file-compressed	347057331	341686543	1.02
tpch_q12/datafusion:vortex-file-compressed	391209331	346770067	1.13
tpch_q13/datafusion:vortex-file-compressed	223506609	220421315	1.01
tpch_q14/datafusion:vortex-file-compressed	241258955	190447373	1.27
tpch_q15/datafusion:vortex-file-compressed 🚨	455343260	304988851	1.49
tpch_q16/datafusion:vortex-file-compressed 🚨	310602722	210000808	1.48
tpch_q17/datafusion:vortex-file-compressed	435647875	405041414	1.08
tpch_q18/datafusion:vortex-file-compressed	449086044	448205439	1.00
tpch_q19/datafusion:vortex-file-compressed	524697594	556389289	0.94
tpch_q20/datafusion:vortex-file-compressed 🚨	468879609	348799920	1.34
tpch_q21/datafusion:vortex-file-compressed	509964888	515729733	0.99
tpch_q22/datafusion:vortex-file-compressed	159775736	219305418	0.73

datafusion / vortex-compact (0.965x ➖, 2↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact 🚀	230454567	344704390	0.67
tpch_q02/datafusion:vortex-compact	438559038	412491156	1.06
tpch_q03/datafusion:vortex-compact	424718906	333643729	1.27
tpch_q04/datafusion:vortex-compact	243010467	224266447	1.08
tpch_q05/datafusion:vortex-compact	428367201	351014284	1.22
tpch_q06/datafusion:vortex-compact	317376822	292795570	1.08
tpch_q07/datafusion:vortex-compact	439673474	375535480	1.17
tpch_q08/datafusion:vortex-compact 🚀	583822911	1299068778	0.45
tpch_q09/datafusion:vortex-compact	385734167	550999878	0.70
tpch_q10/datafusion:vortex-compact	427433186	547933608	0.78
tpch_q11/datafusion:vortex-compact	262957055	248775748	1.06
tpch_q12/datafusion:vortex-compact	436786081	425244989	1.03
tpch_q13/datafusion:vortex-compact	213077099	210960721	1.01
tpch_q14/datafusion:vortex-compact	245747215	233839174	1.05
tpch_q15/datafusion:vortex-compact	437223319	394637691	1.11
tpch_q16/datafusion:vortex-compact	178247190	169708823	1.05
tpch_q17/datafusion:vortex-compact	340400750	336671517	1.01
tpch_q18/datafusion:vortex-compact	283726554	292158095	0.97
tpch_q19/datafusion:vortex-compact	475624546	487233990	0.98
tpch_q20/datafusion:vortex-compact	478325516	517939330	0.92
tpch_q21/datafusion:vortex-compact	552040137	540988557	1.02
tpch_q22/datafusion:vortex-compact	187308417	186594405	1.00

datafusion / parquet (1.026x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	275913625	225618010	1.22
tpch_q02/datafusion:parquet	576340242	479723132	1.20
tpch_q03/datafusion:parquet	361449321	306686969	1.18
tpch_q04/datafusion:parquet	145752976	154431877	0.94
tpch_q05/datafusion:parquet	452144608	455818703	0.99
tpch_q06/datafusion:parquet	132536510	146424673	0.91
tpch_q07/datafusion:parquet	465831136	491688895	0.95
tpch_q08/datafusion:parquet	565931610	650402211	0.87
tpch_q09/datafusion:parquet	469823577	458439024	1.02
tpch_q10/datafusion:parquet	507144102	601372408	0.84
tpch_q11/datafusion:parquet	334363766	354941853	0.94
tpch_q12/datafusion:parquet	237640920	238997341	0.99
tpch_q13/datafusion:parquet	437592818	470934195	0.93
tpch_q14/datafusion:parquet	216405437	186962313	1.16
tpch_q15/datafusion:parquet	408205887	320214951	1.27
tpch_q16/datafusion:parquet	184687249	173919584	1.06
tpch_q17/datafusion:parquet	447997319	407044712	1.10
tpch_q18/datafusion:parquet	479052930	444584362	1.08
tpch_q19/datafusion:parquet	370097467	387672601	0.95
tpch_q20/datafusion:parquet	394671329	306886098	1.29
tpch_q21/datafusion:parquet	633275733	553637058	1.14
tpch_q22/datafusion:parquet	106510711	145054504	0.73

duckdb / vortex-file-compressed (1.029x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	279033172	260881567	1.07
tpch_q02/duckdb:vortex-file-compressed	1218448969	937920718	1.30
tpch_q03/duckdb:vortex-file-compressed	696539688	565363742	1.23
tpch_q04/duckdb:vortex-file-compressed	404631686	380799807	1.06
tpch_q05/duckdb:vortex-file-compressed	1049570624	942240588	1.11
tpch_q06/duckdb:vortex-file-compressed	414422236	588139686	0.70
tpch_q07/duckdb:vortex-file-compressed	839528691	787556504	1.07
tpch_q08/duckdb:vortex-file-compressed	1008816605	907567108	1.11
tpch_q09/duckdb:vortex-file-compressed	937194955	944712800	0.99
tpch_q10/duckdb:vortex-file-compressed	720417397	772562046	0.93
tpch_q11/duckdb:vortex-file-compressed	561584752	553678393	1.01
tpch_q12/duckdb:vortex-file-compressed	526217468	508884808	1.03
tpch_q13/duckdb:vortex-file-compressed	471971571	529700010	0.89
tpch_q14/duckdb:vortex-file-compressed	490339229	600673828	0.82
tpch_q15/duckdb:vortex-file-compressed	316682181	338113231	0.94
tpch_q16/duckdb:vortex-file-compressed	388414964	370571686	1.05
tpch_q17/duckdb:vortex-file-compressed	763138544	691579094	1.10
tpch_q18/duckdb:vortex-file-compressed	710977375	560735628	1.27
tpch_q19/duckdb:vortex-file-compressed	478860516	442680825	1.08
tpch_q20/duckdb:vortex-file-compressed	886533644	845898175	1.05
tpch_q21/duckdb:vortex-file-compressed	1084301385	1106973456	0.98
tpch_q22/duckdb:vortex-file-compressed	366119443	352939094	1.04

duckdb / vortex-compact (0.953x ➖, 1↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	267695130	290628341	0.92
tpch_q02/duckdb:vortex-compact	895483805	998717969	0.90
tpch_q03/duckdb:vortex-compact	573889563	605983407	0.95
tpch_q04/duckdb:vortex-compact	354069230	366265365	0.97
tpch_q05/duckdb:vortex-compact	875157720	866228630	1.01
tpch_q06/duckdb:vortex-compact	398683126	464614783	0.86
tpch_q07/duckdb:vortex-compact	804017284	754395640	1.07
tpch_q08/duckdb:vortex-compact	950178581	892934233	1.06
tpch_q09/duckdb:vortex-compact	932641046	903920860	1.03
tpch_q10/duckdb:vortex-compact	684954236	770061134	0.89
tpch_q11/duckdb:vortex-compact	510691489	500951104	1.02
tpch_q12/duckdb:vortex-compact	522348995	434860920	1.20
tpch_q13/duckdb:vortex-compact 🚀	442807945	706202638	0.63
tpch_q14/duckdb:vortex-compact	475817684	575880101	0.83
tpch_q15/duckdb:vortex-compact	353834896	293325637	1.21
tpch_q16/duckdb:vortex-compact	370882083	364449548	1.02
tpch_q17/duckdb:vortex-compact	660063230	635555014	1.04
tpch_q18/duckdb:vortex-compact	484053640	588660942	0.82
tpch_q19/duckdb:vortex-compact	427724923	553749321	0.77
tpch_q20/duckdb:vortex-compact	691196670	760568163	0.91
tpch_q21/duckdb:vortex-compact	1171318461	1079083993	1.09
tpch_q22/duckdb:vortex-compact	394051494	393668499	1.00

duckdb / parquet (0.965x ➖, 1↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	599261843	624509460	0.96
tpch_q02/duckdb:parquet	1415482219	1394539732	1.02
tpch_q03/duckdb:parquet	1001056175	976699920	1.02
tpch_q04/duckdb:parquet 🚀	638491477	917508605	0.70
tpch_q05/duckdb:parquet	1715753834	1656066860	1.04
tpch_q06/duckdb:parquet	483284983	430318500	1.12
tpch_q07/duckdb:parquet	1340720953	1542691959	0.87
tpch_q08/duckdb:parquet	1854970693	1689439143	1.10
tpch_q09/duckdb:parquet	1536264385	1495640504	1.03
tpch_q10/duckdb:parquet	1356241274	1707517809	0.79
tpch_q11/duckdb:parquet	889402331	933058704	0.95
tpch_q12/duckdb:parquet	626663278	599094922	1.05
tpch_q13/duckdb:parquet	909929044	905990716	1.00
tpch_q14/duckdb:parquet	777955470	712773511	1.09
tpch_q15/duckdb:parquet	511652152	684598985	0.75
tpch_q16/duckdb:parquet	594250119	673405983	0.88
tpch_q17/duckdb:parquet	776739184	859060018	0.90
tpch_q18/duckdb:parquet	945268475	911436675	1.04
tpch_q19/duckdb:parquet	876724889	842402342	1.04
tpch_q20/duckdb:parquet	1172259356	1179306913	0.99
tpch_q21/duckdb:parquet	1186948628	1221342973	0.97
tpch_q22/duckdb:parquet	551659559	520138507	1.06

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	-33.1%	+8.3%	-38.3%	+102.4%	➖ noise
1	datafusion:vortex-file-compressed	+4.4%	+8.3%	-3.6%	+107.9%	➖ noise
1	duckdb:vortex-compact	-7.9%	+8.3%	-15.0%	+40.5%	➖ noise
1	duckdb:vortex-file-compressed	+7.0%	+8.3%	-1.3%	+55.2%	➖ noise
2	datafusion:vortex-compact	+6.3%	+10.4%	-3.7%	+35.4%	➖ noise
2	datafusion:vortex-file-compressed	+12.9%	+10.4%	+2.3%	+34.1%	➖ noise
2	duckdb:vortex-compact	-10.3%	+10.4%	-18.8%	+30.0%	➖ noise
2	duckdb:vortex-file-compressed	+29.9%	+10.4%	+17.6%	+31.0%	➖ noise
3	datafusion:vortex-compact	+27.3%	+9.9%	+15.8%	+70.9%	➖ noise
3	datafusion:vortex-file-compressed	+26.9%	+9.9%	+15.4%	+71.9%	➖ noise
3	duckdb:vortex-compact	-5.3%	+9.9%	-13.8%	+39.7%	➖ noise
3	duckdb:vortex-file-compressed	+23.2%	+9.9%	+12.1%	+35.7%	➖ noise
4	datafusion:vortex-compact	+8.4%	-19.0%	+33.7%	+55.2%	➖ noise
4	datafusion:vortex-file-compressed	+23.1%	-19.0%	+51.9%	+36.4%	🚨 regression
4	duckdb:vortex-compact	-3.3%	-19.0%	+19.3%	+38.9%	➖ noise
4	duckdb:vortex-file-compressed	+6.3%	-19.0%	+31.1%	+30.0%	🚨 regression
5	datafusion:vortex-compact	+22.0%	+1.4%	+20.4%	+30.0%	➖ noise
5	datafusion:vortex-file-compressed	+16.3%	+1.4%	+14.8%	+30.0%	➖ noise
5	duckdb:vortex-compact	+1.0%	+1.4%	-0.3%	+30.3%	➖ noise
5	duckdb:vortex-file-compressed	+11.4%	+1.4%	+9.9%	+30.0%	➖ noise
6	datafusion:vortex-compact	+8.4%	+0.8%	+7.5%	+30.0%	➖ noise
6	datafusion:vortex-file-compressed	-12.1%	+0.8%	-12.8%	+45.0%	➖ noise
6	duckdb:vortex-compact	-14.2%	+0.8%	-14.9%	+30.0%	➖ noise
6	duckdb:vortex-file-compressed	-29.5%	+0.8%	-30.1%	+36.7%	✅ faster
7	datafusion:vortex-compact	+17.1%	-9.3%	+29.0%	+30.0%	➖ noise
7	datafusion:vortex-file-compressed	-0.6%	-9.3%	+9.5%	+34.3%	➖ noise
7	duckdb:vortex-compact	+6.6%	-9.3%	+17.5%	+30.0%	➖ noise
7	duckdb:vortex-file-compressed	+6.6%	-9.3%	+17.5%	+62.7%	➖ noise
8	datafusion:vortex-compact	-55.1%	-2.3%	-54.0%	+63.6%	✅ faster
8	datafusion:vortex-file-compressed	-7.7%	-2.3%	-5.6%	+30.0%	➖ noise
8	duckdb:vortex-compact	+6.4%	-2.3%	+8.9%	+30.0%	➖ noise
8	duckdb:vortex-file-compressed	+11.2%	-2.3%	+13.7%	+30.0%	➖ noise
9	datafusion:vortex-compact	-30.0%	+2.6%	-31.8%	+38.2%	✅ faster
9	datafusion:vortex-file-compressed	+21.2%	+2.6%	+18.1%	+30.0%	➖ noise
9	duckdb:vortex-compact	+3.2%	+2.6%	+0.6%	+30.0%	➖ noise
9	duckdb:vortex-file-compressed	-0.8%	+2.6%	-3.3%	+30.0%	➖ noise
10	datafusion:vortex-compact	-22.0%	-18.2%	-4.7%	+85.7%	➖ noise
10	datafusion:vortex-file-compressed	+3.6%	-18.2%	+26.6%	+30.7%	➖ noise
10	duckdb:vortex-compact	-11.1%	-18.2%	+8.7%	+30.0%	➖ noise
10	duckdb:vortex-file-compressed	-6.7%	-18.2%	+13.9%	+30.5%	➖ noise
11	datafusion:vortex-compact	+5.7%	-5.2%	+11.5%	+30.0%	➖ noise
11	datafusion:vortex-file-compressed	+1.6%	-5.2%	+7.2%	+43.8%	➖ noise
11	duckdb:vortex-compact	+1.9%	-5.2%	+7.6%	+34.9%	➖ noise
11	duckdb:vortex-file-compressed	+1.4%	-5.2%	+7.0%	+30.6%	➖ noise
12	datafusion:vortex-compact	+2.7%	+2.0%	+0.7%	+30.0%	➖ noise
12	datafusion:vortex-file-compressed	+12.8%	+2.0%	+10.6%	+32.0%	➖ noise
12	duckdb:vortex-compact	+20.1%	+2.0%	+17.8%	+46.5%	➖ noise
12	duckdb:vortex-file-compressed	+3.4%	+2.0%	+1.4%	+41.3%	➖ noise
13	datafusion:vortex-compact	+1.0%	-3.4%	+4.6%	+49.6%	➖ noise
13	datafusion:vortex-file-compressed	+1.4%	-3.4%	+5.0%	+43.6%	➖ noise
13	duckdb:vortex-compact	-37.3%	-3.4%	-35.1%	+48.5%	✅ faster
13	duckdb:vortex-file-compressed	-10.9%	-3.4%	-7.8%	+30.0%	➖ noise
14	datafusion:vortex-compact	+5.1%	+12.4%	-6.5%	+33.1%	➖ noise
14	datafusion:vortex-file-compressed	+26.7%	+12.4%	+12.7%	+41.6%	➖ noise
14	duckdb:vortex-compact	-17.4%	+12.4%	-26.5%	+40.4%	➖ noise
14	duckdb:vortex-file-compressed	-18.4%	+12.4%	-27.4%	+65.0%	➖ noise
15	datafusion:vortex-compact	+10.8%	-2.4%	+13.5%	+30.0%	➖ noise
15	datafusion:vortex-file-compressed	+49.3%	-2.4%	+53.0%	+30.0%	🚨 regression
15	duckdb:vortex-compact	+20.6%	-2.4%	+23.6%	+30.3%	➖ noise
15	duckdb:vortex-file-compressed	-6.3%	-2.4%	-4.0%	+47.5%	➖ noise
16	datafusion:vortex-compact	+5.0%	-3.2%	+8.5%	+30.0%	➖ noise
16	datafusion:vortex-file-compressed	+47.9%	-3.2%	+52.8%	+33.7%	🚨 regression
16	duckdb:vortex-compact	+1.8%	-3.2%	+5.1%	+30.0%	➖ noise
16	duckdb:vortex-file-compressed	+4.8%	-3.2%	+8.3%	+30.0%	➖ noise
17	datafusion:vortex-compact	+1.1%	-0.2%	+1.4%	+30.0%	➖ noise
17	datafusion:vortex-file-compressed	+7.6%	-0.2%	+7.8%	+32.0%	➖ noise
17	duckdb:vortex-compact	+3.9%	-0.2%	+4.1%	+30.0%	➖ noise
17	duckdb:vortex-file-compressed	+10.3%	-0.2%	+10.6%	+30.0%	➖ noise
18	datafusion:vortex-compact	-2.9%	+5.7%	-8.1%	+30.0%	➖ noise
18	datafusion:vortex-file-compressed	+0.2%	+5.7%	-5.2%	+33.2%	➖ noise
18	duckdb:vortex-compact	-17.8%	+5.7%	-22.2%	+30.0%	➖ noise
18	duckdb:vortex-file-compressed	+26.8%	+5.7%	+19.9%	+30.0%	➖ noise
19	datafusion:vortex-compact	-2.4%	-0.3%	-2.1%	+30.0%	➖ noise
19	datafusion:vortex-file-compressed	-5.7%	-0.3%	-5.4%	+31.2%	➖ noise
19	duckdb:vortex-compact	-22.8%	-0.3%	-22.5%	+30.0%	➖ noise
19	duckdb:vortex-file-compressed	+8.2%	-0.3%	+8.5%	+30.0%	➖ noise
20	datafusion:vortex-compact	-7.6%	+13.1%	-18.3%	+30.0%	➖ noise
20	datafusion:vortex-file-compressed	+34.4%	+13.1%	+18.9%	+30.0%	➖ noise
20	duckdb:vortex-compact	-9.1%	+13.1%	-19.6%	+30.0%	➖ noise
20	duckdb:vortex-file-compressed	+4.8%	+13.1%	-7.3%	+30.0%	➖ noise
21	datafusion:vortex-compact	+2.0%	+5.4%	-3.2%	+31.5%	➖ noise
21	datafusion:vortex-file-compressed	-1.1%	+5.4%	-6.2%	+37.0%	➖ noise
21	duckdb:vortex-compact	+8.5%	+5.4%	+3.0%	+30.0%	➖ noise
21	duckdb:vortex-file-compressed	-2.0%	+5.4%	-7.1%	+30.0%	➖ noise
22	datafusion:vortex-compact	+0.4%	-11.8%	+13.8%	+50.9%	➖ noise
22	datafusion:vortex-file-compressed	-27.1%	-11.8%	-17.4%	+54.2%	➖ noise
22	duckdb:vortex-compact	+0.1%	-11.8%	+13.4%	+46.5%	➖ noise
22	duckdb:vortex-file-compressed	+3.7%	-11.8%	+17.5%	+30.0%	➖ noise

[github-actions]

Benchmarks: TPC-H SF=10 on S3

Verdict: No clear signal (environment too noisy confidence)
Attributed Vortex impact: -3.4%
Vortex (geomean): 0.996x ➖
Parquet (geomean): 1.032x ➖
Shifts: Parquet (control) +3.2% · Median polish +3.0%

---

datafusion / vortex-file-compressed (0.920x ➖, 3↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-file-compressed	763044259	917318313	0.83
tpch_q02/datafusion:vortex-file-compressed	1108400772	1321884913	0.84
tpch_q03/datafusion:vortex-file-compressed 🚀	936002578	1426552612	0.66
tpch_q04/datafusion:vortex-file-compressed 🚀	558981740	805229647	0.69
tpch_q05/datafusion:vortex-file-compressed	1076656538	1098808605	0.98
tpch_q06/datafusion:vortex-file-compressed	635768084	680187871	0.93
tpch_q07/datafusion:vortex-file-compressed	1119449568	1124524882	1.00
tpch_q08/datafusion:vortex-file-compressed	1175562093	1195493176	0.98
tpch_q09/datafusion:vortex-file-compressed	1422796148	1409999257	1.01
tpch_q10/datafusion:vortex-file-compressed	936179266	1138739861	0.82
tpch_q11/datafusion:vortex-file-compressed	535026501	697937582	0.77
tpch_q12/datafusion:vortex-file-compressed	1174660488	1100607960	1.07
tpch_q13/datafusion:vortex-file-compressed	507056536	483349579	1.05
tpch_q14/datafusion:vortex-file-compressed 🚀	591647964	852124299	0.69
tpch_q15/datafusion:vortex-file-compressed	1173151463	1283638755	0.91
tpch_q16/datafusion:vortex-file-compressed	376207427	337205409	1.12
tpch_q17/datafusion:vortex-file-compressed	1177529353	1182134468	1.00
tpch_q18/datafusion:vortex-file-compressed	1392742273	1259003320	1.11
tpch_q19/datafusion:vortex-file-compressed	811391917	748368444	1.08
tpch_q20/datafusion:vortex-file-compressed	944494094	975530422	0.97
tpch_q21/datafusion:vortex-file-compressed	1631916508	1624940254	1.00
tpch_q22/datafusion:vortex-file-compressed	356038055	373580734	0.95

datafusion / vortex-compact (0.935x ➖, 2↑ 1↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/datafusion:vortex-compact	680712548	750613672	0.91
tpch_q02/datafusion:vortex-compact 🚀	698630130	1063619407	0.66
tpch_q03/datafusion:vortex-compact 🚀	717697053	1186777677	0.60
tpch_q04/datafusion:vortex-compact	597952417	543820421	1.10
tpch_q05/datafusion:vortex-compact	937931392	936560388	1.00
tpch_q06/datafusion:vortex-compact	596220268	573398378	1.04
tpch_q07/datafusion:vortex-compact	1059326205	1115295886	0.95
tpch_q08/datafusion:vortex-compact	1137507986	1186274909	0.96
tpch_q09/datafusion:vortex-compact 🚨	1625188207	1218618158	1.33
tpch_q10/datafusion:vortex-compact	1254147545	1109906987	1.13
tpch_q11/datafusion:vortex-compact	546885140	464866678	1.18
tpch_q12/datafusion:vortex-compact	807431087	1025848492	0.79
tpch_q13/datafusion:vortex-compact	432119567	442257406	0.98
tpch_q14/datafusion:vortex-compact	579750833	673923805	0.86
tpch_q15/datafusion:vortex-compact	1046752373	1290084262	0.81
tpch_q16/datafusion:vortex-compact	316364711	336988452	0.94
tpch_q17/datafusion:vortex-compact	1185819528	1166066975	1.02
tpch_q18/datafusion:vortex-compact	1200624965	1241451025	0.97
tpch_q19/datafusion:vortex-compact	871598555	1027852662	0.85
tpch_q20/datafusion:vortex-compact	836177506	1049921059	0.80
tpch_q21/datafusion:vortex-compact	1478065217	1539123662	0.96
tpch_q22/datafusion:vortex-compact	377665946	354482848	1.07

datafusion / parquet (1.106x ➖, 0↑ 2↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/datafusion:parquet	840583286	811366736	1.04
tpch_q02/datafusion:parquet	641134249	657740505	0.97
tpch_q03/datafusion:parquet	981401844	896198593	1.10
tpch_q04/datafusion:parquet	566671680	469764923	1.21
tpch_q05/datafusion:parquet 🚨	1690008395	1195064708	1.41
tpch_q06/datafusion:parquet	534299503	527622589	1.01
tpch_q07/datafusion:parquet	1402887107	1224379228	1.15
tpch_q08/datafusion:parquet	1521896692	1535676657	0.99
tpch_q09/datafusion:parquet	2059885521	1772101584	1.16
tpch_q10/datafusion:parquet	2236584696	1895133481	1.18
tpch_q11/datafusion:parquet	573212703	502116059	1.14
tpch_q12/datafusion:parquet 🚨	1293589010	694326898	1.86
tpch_q13/datafusion:parquet	798270643	693486200	1.15
tpch_q14/datafusion:parquet	905660332	765242798	1.18
tpch_q15/datafusion:parquet	1228302631	1175564254	1.04
tpch_q16/datafusion:parquet	374737273	384227088	0.98
tpch_q17/datafusion:parquet	1392439968	1401956720	0.99
tpch_q18/datafusion:parquet	1546465325	1491998221	1.04
tpch_q19/datafusion:parquet	1051616715	1004605783	1.05
tpch_q20/datafusion:parquet	1191184454	1147977966	1.04
tpch_q21/datafusion:parquet	1780023143	1876144100	0.95
tpch_q22/datafusion:parquet	819602469	831220661	0.99

duckdb / vortex-file-compressed (1.059x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-file-compressed	626190442	606509253	1.03
tpch_q02/duckdb:vortex-file-compressed	1263675988	1101376291	1.15
tpch_q03/duckdb:vortex-file-compressed	1145637381	1095465448	1.05
tpch_q04/duckdb:vortex-file-compressed	809710689	712946768	1.14
tpch_q05/duckdb:vortex-file-compressed	1126498971	1268767019	0.89
tpch_q06/duckdb:vortex-file-compressed	840770722	802432949	1.05
tpch_q07/duckdb:vortex-file-compressed	1126764366	1232231439	0.91
tpch_q08/duckdb:vortex-file-compressed	1630699868	1570890186	1.04
tpch_q09/duckdb:vortex-file-compressed	1586449682	1527381671	1.04
tpch_q10/duckdb:vortex-file-compressed	1371501789	1115240068	1.23
tpch_q11/duckdb:vortex-file-compressed	739742633	677278677	1.09
tpch_q12/duckdb:vortex-file-compressed	743735893	1015081058	0.73
tpch_q13/duckdb:vortex-file-compressed	1109232116	971360413	1.14
tpch_q14/duckdb:vortex-file-compressed	959526405	806509445	1.19
tpch_q15/duckdb:vortex-file-compressed	588200121	531036738	1.11
tpch_q16/duckdb:vortex-file-compressed	518475199	467640876	1.11
tpch_q17/duckdb:vortex-file-compressed	1065573068	997397193	1.07
tpch_q18/duckdb:vortex-file-compressed	999170077	960795259	1.04
tpch_q19/duckdb:vortex-file-compressed	907648904	819712250	1.11
tpch_q20/duckdb:vortex-file-compressed	1505371966	1362051916	1.11
tpch_q21/duckdb:vortex-file-compressed	2244995429	2066249472	1.09
tpch_q22/duckdb:vortex-file-compressed	767388349	684698992	1.12

duckdb / vortex-compact (1.083x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/duckdb:vortex-compact	619117591	599539893	1.03
tpch_q02/duckdb:vortex-compact	1131938183	1066330847	1.06
tpch_q03/duckdb:vortex-compact	993283055	836422683	1.19
tpch_q04/duckdb:vortex-compact	575749274	536080197	1.07
tpch_q05/duckdb:vortex-compact	1092352203	979937848	1.11
tpch_q06/duckdb:vortex-compact	749941059	726138681	1.03
tpch_q07/duckdb:vortex-compact	1159572563	1069939736	1.08
tpch_q08/duckdb:vortex-compact	1423180093	1311063986	1.09
tpch_q09/duckdb:vortex-compact	1419684077	1268462589	1.12
tpch_q10/duckdb:vortex-compact	1147615041	1400282994	0.82
tpch_q11/duckdb:vortex-compact	755046157	638856764	1.18
tpch_q12/duckdb:vortex-compact	777389164	658242529	1.18
tpch_q13/duckdb:vortex-compact	1009354956	852257037	1.18
tpch_q14/duckdb:vortex-compact	928502429	876768439	1.06
tpch_q15/duckdb:vortex-compact	646704192	631624886	1.02
tpch_q16/duckdb:vortex-compact	446457262	406379381	1.10
tpch_q17/duckdb:vortex-compact	1058302879	1035284592	1.02
tpch_q18/duckdb:vortex-compact	906197970	759329456	1.19
tpch_q19/duckdb:vortex-compact	826364386	698393565	1.18
tpch_q20/duckdb:vortex-compact	1360304880	1237377463	1.10
tpch_q21/duckdb:vortex-compact	1941602069	1857286526	1.05
tpch_q22/duckdb:vortex-compact	757779087	745159154	1.02

duckdb / parquet (0.963x ➖, 0↑ 0↓)

name	PR db42e44 (ns)	base a8351a9 (ns)	ratio (PR/base)
tpch_q01/duckdb:parquet	876839529	1229298634	0.71
tpch_q02/duckdb:parquet	1515662165	1702755018	0.89
tpch_q03/duckdb:parquet	1782709597	1550578282	1.15
tpch_q04/duckdb:parquet	976111721	993381340	0.98
tpch_q05/duckdb:parquet	2314805568	2399375225	0.96
tpch_q06/duckdb:parquet	756877674	639181530	1.18
tpch_q07/duckdb:parquet	1936195356	1867285455	1.04
tpch_q08/duckdb:parquet	2419067468	2574723789	0.94
tpch_q09/duckdb:parquet	2334439542	2500282739	0.93
tpch_q10/duckdb:parquet	3226917577	3224541841	1.00
tpch_q11/duckdb:parquet	959555775	944937575	1.02
tpch_q12/duckdb:parquet	1052363244	1292977125	0.81
tpch_q13/duckdb:parquet	1196032003	1385632764	0.86
tpch_q14/duckdb:parquet	1261485814	1206450799	1.05
tpch_q15/duckdb:parquet	890314013	997252234	0.89
tpch_q16/duckdb:parquet	797129775	822522647	0.97
tpch_q17/duckdb:parquet	1385152527	1489285515	0.93
tpch_q18/duckdb:parquet	1437320758	1809836698	0.79
tpch_q19/duckdb:parquet	1589338353	1533173035	1.04
tpch_q20/duckdb:parquet	1750116243	1799282352	0.97
tpch_q21/duckdb:parquet	2048094745	1860474903	1.10
tpch_q22/duckdb:parquet	1066709933	971949991	1.10

Full attributed analysis

Query	Config	Raw Δ	Control Δ	Attributed α	Noise floor	Significant?
1	datafusion:vortex-compact	-9.3%	-14.0%	+5.5%	+61.4%	➖ noise
1	datafusion:vortex-file-compressed	-16.8%	-14.0%	-3.2%	+55.1%	➖ noise
1	duckdb:vortex-compact	+3.3%	-14.0%	+20.1%	+30.1%	➖ noise
1	duckdb:vortex-file-compressed	+3.2%	-14.0%	+20.1%	+30.0%	➖ noise
2	datafusion:vortex-compact	-34.3%	-6.9%	-29.5%	+35.2%	✅ faster
2	datafusion:vortex-file-compressed	-16.1%	-6.9%	-10.0%	+41.0%	➖ noise
2	duckdb:vortex-compact	+6.2%	-6.9%	+14.0%	+45.5%	➖ noise
2	duckdb:vortex-file-compressed	+14.7%	-6.9%	+23.2%	+33.5%	➖ noise
3	datafusion:vortex-compact	-39.5%	+12.2%	-46.1%	+60.0%	✅ faster
3	datafusion:vortex-file-compressed	-34.4%	+12.2%	-41.5%	+57.6%	✅ faster
3	duckdb:vortex-compact	+18.8%	+12.2%	+5.8%	+44.8%	➖ noise
3	duckdb:vortex-file-compressed	+4.6%	+12.2%	-6.8%	+50.1%	➖ noise
4	datafusion:vortex-compact	+10.0%	+8.9%	+1.0%	+30.1%	➖ noise
4	datafusion:vortex-file-compressed	-30.6%	+8.9%	-36.2%	+34.6%	✅ faster
4	duckdb:vortex-compact	+7.4%	+8.9%	-1.4%	+33.6%	➖ noise
4	duckdb:vortex-file-compressed	+13.6%	+8.9%	+4.3%	+30.0%	➖ noise
5	datafusion:vortex-compact	+0.1%	+16.8%	-14.3%	+30.0%	➖ noise
5	datafusion:vortex-file-compressed	-2.0%	+16.8%	-16.1%	+30.1%	➖ noise
5	duckdb:vortex-compact	+11.5%	+16.8%	-4.6%	+30.0%	➖ noise
5	duckdb:vortex-file-compressed	-11.2%	+16.8%	-24.0%	+30.0%	✅ faster
6	datafusion:vortex-compact	+4.0%	+9.5%	-5.0%	+30.0%	➖ noise
6	datafusion:vortex-file-compressed	-6.5%	+9.5%	-14.6%	+30.0%	➖ noise
6	duckdb:vortex-compact	+3.3%	+9.5%	-5.7%	+30.0%	➖ noise
6	duckdb:vortex-file-compressed	+4.8%	+9.5%	-4.3%	+30.0%	➖ noise
7	datafusion:vortex-compact	-5.0%	+9.0%	-12.9%	+30.0%	➖ noise
7	datafusion:vortex-file-compressed	-0.5%	+9.0%	-8.7%	+30.0%	➖ noise
7	duckdb:vortex-compact	+8.4%	+9.0%	-0.6%	+30.0%	➖ noise
7	duckdb:vortex-file-compressed	-8.6%	+9.0%	-16.1%	+30.0%	➖ noise
8	datafusion:vortex-compact	-4.1%	-3.5%	-0.6%	+30.0%	➖ noise
8	datafusion:vortex-file-compressed	-1.7%	-3.5%	+1.9%	+30.0%	➖ noise
8	duckdb:vortex-compact	+8.6%	-3.5%	+12.5%	+30.0%	➖ noise
8	duckdb:vortex-file-compressed	+3.8%	-3.5%	+7.6%	+30.0%	➖ noise
9	datafusion:vortex-compact	+33.4%	+4.2%	+28.0%	+30.0%	➖ noise
9	datafusion:vortex-file-compressed	+0.9%	+4.2%	-3.1%	+30.0%	➖ noise
9	duckdb:vortex-compact	+11.9%	+4.2%	+7.4%	+30.0%	➖ noise
9	duckdb:vortex-file-compressed	+3.9%	+4.2%	-0.3%	+30.0%	➖ noise
10	datafusion:vortex-compact	+13.0%	+8.7%	+4.0%	+42.8%	➖ noise
10	datafusion:vortex-file-compressed	-17.8%	+8.7%	-24.4%	+41.4%	➖ noise
10	duckdb:vortex-compact	-18.0%	+8.7%	-24.6%	+38.7%	➖ noise
10	duckdb:vortex-file-compressed	+23.0%	+8.7%	+13.2%	+37.7%	➖ noise
11	datafusion:vortex-compact	+17.6%	+7.7%	+9.3%	+30.0%	➖ noise
11	datafusion:vortex-file-compressed	-23.3%	+7.7%	-28.8%	+30.0%	✅ faster
11	duckdb:vortex-compact	+18.2%	+7.7%	+9.8%	+30.0%	➖ noise
11	duckdb:vortex-file-compressed	+9.2%	+7.7%	+1.4%	+37.8%	➖ noise
12	datafusion:vortex-compact	-21.3%	+23.1%	-36.1%	+30.1%	✅ faster
12	datafusion:vortex-file-compressed	+6.7%	+23.1%	-13.3%	+30.0%	➖ noise
12	duckdb:vortex-compact	+18.1%	+23.1%	-4.1%	+30.0%	➖ noise
12	duckdb:vortex-file-compressed	-26.7%	+23.1%	-40.5%	+32.7%	✅ faster
13	datafusion:vortex-compact	-2.3%	-0.3%	-2.0%	+34.4%	➖ noise
13	datafusion:vortex-file-compressed	+4.9%	-0.3%	+5.2%	+30.0%	➖ noise
13	duckdb:vortex-compact	+18.4%	-0.3%	+18.8%	+54.0%	➖ noise
13	duckdb:vortex-file-compressed	+14.2%	-0.3%	+14.6%	+51.4%	➖ noise
14	datafusion:vortex-compact	-14.0%	+11.2%	-22.7%	+30.0%	➖ noise
14	datafusion:vortex-file-compressed	-30.6%	+11.2%	-37.6%	+39.9%	✅ faster
14	duckdb:vortex-compact	+5.9%	+11.2%	-4.8%	+30.0%	➖ noise
14	duckdb:vortex-file-compressed	+19.0%	+11.2%	+6.9%	+30.0%	➖ noise
15	datafusion:vortex-compact	-18.9%	-3.4%	-16.0%	+30.0%	➖ noise
15	datafusion:vortex-file-compressed	-8.6%	-3.4%	-5.4%	+30.0%	➖ noise
15	duckdb:vortex-compact	+2.4%	-3.4%	+6.0%	+30.0%	➖ noise
15	duckdb:vortex-file-compressed	+10.8%	-3.4%	+14.7%	+30.0%	➖ noise
16	datafusion:vortex-compact	-6.1%	-2.8%	-3.4%	+40.1%	➖ noise
16	datafusion:vortex-file-compressed	+11.6%	-2.8%	+14.8%	+58.5%	➖ noise
16	duckdb:vortex-compact	+9.9%	-2.8%	+13.0%	+30.0%	➖ noise
16	duckdb:vortex-file-compressed	+10.9%	-2.8%	+14.0%	+48.3%	➖ noise
17	datafusion:vortex-compact	+1.7%	-3.9%	+5.8%	+30.0%	➖ noise
17	datafusion:vortex-file-compressed	-0.4%	-3.9%	+3.6%	+30.0%	➖ noise
17	duckdb:vortex-compact	+2.2%	-3.9%	+6.4%	+36.1%	➖ noise
17	duckdb:vortex-file-compressed	+6.8%	-3.9%	+11.2%	+30.0%	➖ noise
18	datafusion:vortex-compact	-3.3%	-9.3%	+6.6%	+30.0%	➖ noise
18	datafusion:vortex-file-compressed	+10.6%	-9.3%	+21.9%	+30.0%	➖ noise
18	duckdb:vortex-compact	+19.3%	-9.3%	+31.5%	+30.0%	🚨 regression
18	duckdb:vortex-file-compressed	+4.0%	-9.3%	+14.6%	+52.1%	➖ noise
19	datafusion:vortex-compact	-15.2%	+4.2%	-18.6%	+43.4%	➖ noise
19	datafusion:vortex-file-compressed	+8.4%	+4.2%	+4.1%	+30.0%	➖ noise
19	duckdb:vortex-compact	+18.3%	+4.2%	+13.6%	+30.0%	➖ noise
19	duckdb:vortex-file-compressed	+10.7%	+4.2%	+6.3%	+30.0%	➖ noise
20	datafusion:vortex-compact	-20.4%	+0.5%	-20.7%	+30.0%	➖ noise
20	datafusion:vortex-file-compressed	-3.2%	+0.5%	-3.6%	+30.0%	➖ noise
20	duckdb:vortex-compact	+9.9%	+0.5%	+9.4%	+30.0%	➖ noise
20	duckdb:vortex-file-compressed	+10.5%	+0.5%	+10.0%	+30.0%	➖ noise
21	datafusion:vortex-compact	-4.0%	+2.2%	-6.0%	+30.0%	➖ noise
21	datafusion:vortex-file-compressed	+0.4%	+2.2%	-1.7%	+30.0%	➖ noise
21	duckdb:vortex-compact	+4.5%	+2.2%	+2.3%	+30.0%	➖ noise
21	duckdb:vortex-file-compressed	+8.7%	+2.2%	+6.3%	+30.0%	➖ noise
22	datafusion:vortex-compact	+6.5%	+4.0%	+2.4%	+48.0%	➖ noise
22	datafusion:vortex-file-compressed	-4.7%	+4.0%	-8.4%	+38.2%	➖ noise
22	duckdb:vortex-compact	+1.7%	+4.0%	-2.2%	+45.7%	➖ noise
22	duckdb:vortex-file-compressed	+12.1%	+4.0%	+7.7%	+33.7%	➖ noise