diff --git a/dev/bench/data.js b/dev/bench/data.js
index a676972a6b..e4b10b4e5b 100644
--- a/dev/bench/data.js
+++ b/dev/bench/data.js
@@ -1,5 +1,5 @@
 window.BENCHMARK_DATA = {
-  "lastUpdate": 1723544863444,
+  "lastUpdate": 1723548513992,
   "repoUrl": "https://github.com/spiraldb/vortex",
   "entries": {
     "Vortex benchmarks": [
@@ -1562,6 +1562,786 @@ window.BENCHMARK_DATA = {
             "unit": "ns/iter"
           }
         ]
+      },
+      {
+        "commit": {
+          "author": {
+            "email": "github@robertk.io",
+            "name": "Robert Kruszewski",
+            "username": "robert3005"
+          },
+          "committer": {
+            "email": "noreply@github.com",
+            "name": "GitHub",
+            "username": "web-flow"
+          },
+          "distinct": true,
+          "id": "3d93049d499001fbbb01892534f4045b403f2d04",
+          "message": "RunEnd array scalar_at respects validity (#608)",
+          "timestamp": "2024-08-13T11:58:37+01:00",
+          "tree_id": "ee720fe52e3c828500cbe83c2086550d1cdf978f",
+          "url": "https://github.com/spiraldb/vortex/commit/3d93049d499001fbbb01892534f4045b403f2d04"
+        },
+        "date": 1723548513477,
+        "tool": "cargo",
+        "benches": [
+          {
+            "name": "tpch_q1/vortex-in-memory-no-pushdown",
+            "value": 475859933,
+            "range": "± 5540414",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q1/vortex-in-memory-pushdown",
+            "value": 475012067,
+            "range": "± 1934639",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q1/arrow",
+            "value": 462829254,
+            "range": "± 3081879",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q1/parquet",
+            "value": 669005458,
+            "range": "± 4112973",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q1/vortex-file-compressed",
+            "value": 770199687,
+            "range": "± 1901607",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q1/vortex-file-uncompressed",
+            "value": 639073893,
+            "range": "± 2626534",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q2/vortex-in-memory-no-pushdown",
+            "value": 145323208,
+            "range": "± 513495",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q2/vortex-in-memory-pushdown",
+            "value": 173673882,
+            "range": "± 1525453",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q2/arrow",
+            "value": 127877742,
+            "range": "± 224809",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q2/parquet",
+            "value": 161450992,
+            "range": "± 632992",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q2/vortex-file-compressed",
+            "value": 164160118,
+            "range": "± 609166",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q2/vortex-file-uncompressed",
+            "value": 153231704,
+            "range": "± 1043132",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q3/vortex-in-memory-no-pushdown",
+            "value": 162405363,
+            "range": "± 385518",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q3/vortex-in-memory-pushdown",
+            "value": 209049026,
+            "range": "± 641677",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q3/arrow",
+            "value": 155121790,
+            "range": "± 389662",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q3/parquet",
+            "value": 342052926,
+            "range": "± 1292909",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q3/vortex-file-compressed",
+            "value": 250745453,
+            "range": "± 849662",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q3/vortex-file-uncompressed",
+            "value": 201170832,
+            "range": "± 1532906",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q4/vortex-in-memory-no-pushdown",
+            "value": 123195585,
+            "range": "± 1275286",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q4/vortex-in-memory-pushdown",
+            "value": 124439474,
+            "range": "± 519243",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q4/arrow",
+            "value": 119477470,
+            "range": "± 634251",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q4/parquet",
+            "value": 230946325,
+            "range": "± 2591605",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q4/vortex-file-compressed",
+            "value": 242086606,
+            "range": "± 1214094",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q4/vortex-file-uncompressed",
+            "value": 198834779,
+            "range": "± 2412848",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q5/vortex-in-memory-no-pushdown",
+            "value": 302585321,
+            "range": "± 1424867",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q5/vortex-in-memory-pushdown",
+            "value": 304751651,
+            "range": "± 1275311",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q5/arrow",
+            "value": 299196052,
+            "range": "± 1864918",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q5/parquet",
+            "value": 450545370,
+            "range": "± 8277472",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q5/vortex-file-compressed",
+            "value": 398476286,
+            "range": "± 2869182",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q5/vortex-file-uncompressed",
+            "value": 354993554,
+            "range": "± 2071073",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q6/vortex-in-memory-no-pushdown",
+            "value": 38758625,
+            "range": "± 29595",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q6/vortex-in-memory-pushdown",
+            "value": 183866021,
+            "range": "± 1915668",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q6/arrow",
+            "value": 35444089,
+            "range": "± 270749",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q6/parquet",
+            "value": 147873384,
+            "range": "± 432554",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q6/vortex-file-compressed",
+            "value": 123960523,
+            "range": "± 2629400",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q6/vortex-file-uncompressed",
+            "value": 99386223,
+            "range": "± 1984385",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q7/vortex-in-memory-no-pushdown",
+            "value": 566778462,
+            "range": "± 1745669",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q7/vortex-in-memory-pushdown",
+            "value": 717735123,
+            "range": "± 2232843",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q7/arrow",
+            "value": 564625848,
+            "range": "± 8593302",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q7/parquet",
+            "value": 725919896,
+            "range": "± 7940449",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q7/vortex-file-compressed",
+            "value": 698853750,
+            "range": "± 9895933",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q7/vortex-file-uncompressed",
+            "value": 648209537,
+            "range": "± 48841340",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q8/vortex-in-memory-no-pushdown",
+            "value": 226083862,
+            "range": "± 1719270",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q8/vortex-in-memory-pushdown",
+            "value": 1983613862,
+            "range": "± 6477045",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q8/arrow",
+            "value": 224835881,
+            "range": "± 1583228",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q8/parquet",
+            "value": 487400834,
+            "range": "± 3284981",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q8/vortex-file-compressed",
+            "value": 321260503,
+            "range": "± 3670404",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q8/vortex-file-uncompressed",
+            "value": 258337633,
+            "range": "± 9674036",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q9/vortex-in-memory-no-pushdown",
+            "value": 418979851,
+            "range": "± 4811646",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q9/vortex-in-memory-pushdown",
+            "value": 420603880,
+            "range": "± 6589937",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q9/arrow",
+            "value": 411003397,
+            "range": "± 1264261",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q9/parquet",
+            "value": 710238939,
+            "range": "± 2914223",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q9/vortex-file-compressed",
+            "value": 564309893,
+            "range": "± 10359628",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q9/vortex-file-uncompressed",
+            "value": 489802716,
+            "range": "± 9607891",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q10/vortex-in-memory-no-pushdown",
+            "value": 239686481,
+            "range": "± 3940730",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q10/vortex-in-memory-pushdown",
+            "value": 333912422,
+            "range": "± 1053773",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q10/arrow",
+            "value": 234216334,
+            "range": "± 735202",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q10/parquet",
+            "value": 484384658,
+            "range": "± 4933965",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q10/vortex-file-compressed",
+            "value": 485029799,
+            "range": "± 1519486",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q10/vortex-file-uncompressed",
+            "value": 341975048,
+            "range": "± 1364698",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q11/vortex-in-memory-no-pushdown",
+            "value": 217658952,
+            "range": "± 554392",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q11/vortex-in-memory-pushdown",
+            "value": 605491853,
+            "range": "± 2032604",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q11/arrow",
+            "value": 178951907,
+            "range": "± 589375",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q11/parquet",
+            "value": 190790464,
+            "range": "± 621379",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q11/vortex-file-compressed",
+            "value": 172777462,
+            "range": "± 1428957",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q11/vortex-file-uncompressed",
+            "value": 165635875,
+            "range": "± 573587",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q12/vortex-in-memory-no-pushdown",
+            "value": 182278440,
+            "range": "± 629282",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q12/vortex-in-memory-pushdown",
+            "value": 224808978,
+            "range": "± 463224",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q12/arrow",
+            "value": 173498661,
+            "range": "± 1434503",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q12/parquet",
+            "value": 355186279,
+            "range": "± 466927",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q12/vortex-file-compressed",
+            "value": 433931017,
+            "range": "± 1981002",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q12/vortex-file-uncompressed",
+            "value": 336355686,
+            "range": "± 841892",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q13/vortex-in-memory-no-pushdown",
+            "value": 292075118,
+            "range": "± 4751826",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q13/vortex-in-memory-pushdown",
+            "value": 294002583,
+            "range": "± 7724155",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q13/arrow",
+            "value": 289883976,
+            "range": "± 9592881",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q13/parquet",
+            "value": 429733529,
+            "range": "± 4763466",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q13/vortex-file-compressed",
+            "value": 343049223,
+            "range": "± 2708347",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q13/vortex-file-uncompressed",
+            "value": 342347174,
+            "range": "± 2104033",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q14/vortex-in-memory-no-pushdown",
+            "value": 38458008,
+            "range": "± 151675",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q14/vortex-in-memory-pushdown",
+            "value": 38920954,
+            "range": "± 100437",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q14/arrow",
+            "value": 37425075,
+            "range": "± 74268",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q14/parquet",
+            "value": 216091149,
+            "range": "± 470466",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q14/vortex-file-compressed",
+            "value": 128507731,
+            "range": "± 831916",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q14/vortex-file-uncompressed",
+            "value": 106531522,
+            "range": "± 6268488",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q16/vortex-in-memory-no-pushdown",
+            "value": 123258976,
+            "range": "± 1400335",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q16/vortex-in-memory-pushdown",
+            "value": 44310912,
+            "range": "± 229706",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q16/arrow",
+            "value": 108759673,
+            "range": "± 386730",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q16/parquet",
+            "value": 130291828,
+            "range": "± 2490501",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q16/vortex-file-compressed",
+            "value": 142677144,
+            "range": "± 591675",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q16/vortex-file-uncompressed",
+            "value": 138125980,
+            "range": "± 388340",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q17/vortex-in-memory-no-pushdown",
+            "value": 587606746,
+            "range": "± 16454189",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q17/vortex-in-memory-pushdown",
+            "value": 1136279872,
+            "range": "± 5487819",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q17/arrow",
+            "value": 508884786,
+            "range": "± 12454955",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q17/parquet",
+            "value": 595139653,
+            "range": "± 6377120",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q17/vortex-file-compressed",
+            "value": 697235732,
+            "range": "± 12118977",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q17/vortex-file-uncompressed",
+            "value": 653601715,
+            "range": "± 4292681",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q18/vortex-in-memory-no-pushdown",
+            "value": 1094289263,
+            "range": "± 47817924",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q18/vortex-in-memory-pushdown",
+            "value": 1038246469,
+            "range": "± 6224095",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q18/arrow",
+            "value": 1032013064,
+            "range": "± 7657321",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q18/parquet",
+            "value": 1214889327,
+            "range": "± 5848446",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q18/vortex-file-compressed",
+            "value": 1189948687,
+            "range": "± 3937503",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q18/vortex-file-uncompressed",
+            "value": 1160535535,
+            "range": "± 17057275",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q19/vortex-in-memory-no-pushdown",
+            "value": 171466294,
+            "range": "± 261237",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q19/vortex-in-memory-pushdown",
+            "value": 504948608,
+            "range": "± 2902146",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q19/arrow",
+            "value": 157151636,
+            "range": "± 297635",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q19/parquet",
+            "value": 471030423,
+            "range": "± 1937324",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q19/vortex-file-compressed",
+            "value": 1211130208,
+            "range": "± 6580391",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q19/vortex-file-uncompressed",
+            "value": 779362657,
+            "range": "± 4172819",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q20/vortex-in-memory-no-pushdown",
+            "value": 264948077,
+            "range": "± 2268531",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q20/vortex-in-memory-pushdown",
+            "value": 263294856,
+            "range": "± 1588258",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q20/arrow",
+            "value": 243779334,
+            "range": "± 4450879",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q20/parquet",
+            "value": 362608023,
+            "range": "± 10940360",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q20/vortex-file-compressed",
+            "value": 368435647,
+            "range": "± 3042466",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q20/vortex-file-uncompressed",
+            "value": 356202810,
+            "range": "± 13563919",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q21/vortex-in-memory-no-pushdown",
+            "value": 914172135,
+            "range": "± 5081435",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q21/vortex-in-memory-pushdown",
+            "value": 1583228938,
+            "range": "± 5405983",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q21/arrow",
+            "value": 899861738,
+            "range": "± 3029942",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q21/parquet",
+            "value": 1050204174,
+            "range": "± 3984259",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q21/vortex-file-compressed",
+            "value": 925772819,
+            "range": "± 18554363",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q21/vortex-file-uncompressed",
+            "value": 794040749,
+            "range": "± 14602762",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q22/vortex-in-memory-no-pushdown",
+            "value": 95855375,
+            "range": "± 224905",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q22/vortex-in-memory-pushdown",
+            "value": 96889740,
+            "range": "± 3457319",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q22/arrow",
+            "value": 67421116,
+            "range": "± 988582",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q22/parquet",
+            "value": 101274608,
+            "range": "± 3250779",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q22/vortex-file-compressed",
+            "value": 112915181,
+            "range": "± 739421",
+            "unit": "ns/iter"
+          },
+          {
+            "name": "tpch_q22/vortex-file-uncompressed",
+            "value": 112285280,
+            "range": "± 475834",
+            "unit": "ns/iter"
+          }
+        ]
       }
     ]
   }