{ "schemaVersion": 1, "generatedAt": "2026-07-22", "benchmark": "admin user created_at index representative cost gate", "environment": { "platform": "darwin", "arch": "arm64", "cpu": "Apple M4 Pro", "postgresImage": "postgres:18.2-alpine3.23", "container": "oxicloud-postgres-1", "client": "psql through docker exec" }, "method": { "rowsPerDistribution": 500000, "independentTransactions": 3, "samplesPerTransactionAndShape": 5, "totalSamplesPerShape": 15, "warmupsPerTransactionAndShape": 1, "order": "A/B for the accepted timestamp-only result; a later A/B/C gate rotated no-index/simple/compound order inside every transaction", "harnessEvolution": "the current representative SQL is the expanded A/B/C version; the top-level distribution samples retain the earlier A/B authorization run, while compoundRepresentativeABC retains the later isolated rerun", "cleanup": "every transaction ended in ROLLBACK", "commonIndexes": "both baseline and candidate tables have the same UUID primary-key index", "insertBatchRows": 10000, "insertValues": "prebuilt identical A/B batches with new timestamps and an indexed sample selector" }, "previousTiedFixtureComparison": { "timestampMultiplicity": 100, "indexBytes": 3448832, "uniqueToTiedIndexByteRatio": 3.263, "reasonForFollowup": "PostgreSQL posting-list deduplication compressed repeated created_at keys and understated a normal mostly-unique registration workload" }, "uniqueTimestamps": { "distinctTimestamps": 500000, "indexBytesEachRound": [ 11255808, 11255808, 11255808 ], "indexBytesPerInitialUser": 22.512, "indexBytesAfter50000InsertsEachRound": [ 13271040, 13271040, 13271040 ], "firstPage": { "noIndexSamplesMs": [ 98.496, 121.451, 98.425, 81.049, 94.833, 57.602, 62.54, 56.785, 56.918, 55.854, 57.217, 57.131, 54.457, 56.319, 56.651 ], "indexSamplesMs": [ 0.459, 0.454, 0.242, 0.207, 0.215, 0.287, 0.208, 0.225, 0.14, 0.2, 0.232, 0.366, 0.146, 0.207, 0.203 ], "noIndexMedianMs": 57.217, "indexMedianMs": 0.215, "speedup": 266.13 }, "offset50000": { "noIndexSamplesMs": [ 230.025, 227.108, 191.025, 183.211, 178.795, 126.075, 132.155, 127.478, 120.407, 126.377, 123.691, 115.336, 119.425, 119.952, 120.519 ], "indexSamplesMs": [ 6.437, 10.281, 11.446, 7.55, 8.74, 5.219, 5.244, 5.063, 5.215, 4.835, 5.165, 5.278, 5.169, 5.181, 4.767 ], "noIndexMedianMs": 126.377, "indexMedianMs": 5.219, "speedup": 24.21 }, "insert10000Rows": { "noIndexSamplesMs": [ 47.392, 56.38, 58.991, 80.918, 46.37, 34.132, 36.737, 37.678, 37.218, 38.92, 32.183, 35.237, 34.152, 36.031, 34.256 ], "indexSamplesMs": [ 57.039, 65.393, 90.559, 54.394, 67.488, 42.624, 42.795, 44.224, 43.115, 47.013, 44.017, 43.637, 42.657, 43.835, 43.25 ], "noIndexMedianMs": 37.218, "indexMedianMs": 44.017, "extraMicrosecondsPerUser": 0.68 }, "correctness": { "initialOrderMatchesEachRound": [ true, true, true ], "finalCountsMatchEachRound": [ true, true, true ], "finalOrderMatchesEachRound": [ true, true, true ] } }, "tenUserBursts": { "distinctTimestamps": 50000, "indexBytesEachRound": [ 4751360, 4751360, 4751360 ], "indexBytesPerInitialUser": 9.503, "indexBytesAfter50000InsertsEachRound": [ 5603328, 5603328, 5603328 ], "firstPage": { "noIndexSamplesMs": [ 113.795, 129.772, 121.759, 114.103, 107.905, 76.321, 76.417, 74.491, 73.517, 75.56, 75.307, 74.247, 73.836, 74.131, 76.213 ], "indexSamplesMs": [ 1.134, 0.219, 0.24, 0.7, 0.219, 0.286, 0.19, 0.269, 0.244, 0.212, 0.228, 0.196, 0.237, 0.237, 0.191 ], "noIndexMedianMs": 76.213, "indexMedianMs": 0.237, "speedup": 321.57 }, "offset50000": { "noIndexSamplesMs": [ 221.554, 235.467, 327.723, 220.735, 219.383, 139.801, 142.349, 136.331, 143.815, 149.221, 137.129, 133.334, 133.841, 132.927, 139.428 ], "indexSamplesMs": [ 14.06, 15.705, 12.723, 12.931, 12.787, 7.385, 7.884, 7.219, 7.374, 7.475, 7.951, 7.783, 7.626, 7.465, 7.622 ], "noIndexMedianMs": 142.349, "indexMedianMs": 7.783, "speedup": 18.29 }, "insert10000Rows": { "noIndexSamplesMs": [ 52.854, 59.003, 62.892, 70.446, 70.98, 32.716, 33.745, 32.633, 34.996, 34.804, 43.5, 33.932, 32.596, 35.148, 34.663 ], "indexSamplesMs": [ 61.26, 68.779, 58.442, 60.291, 100.505, 38.469, 39.399, 39.874, 39.556, 40.619, 40.819, 42.759, 40.281, 39.762, 41.015 ], "noIndexMedianMs": 34.996, "indexMedianMs": 40.819, "extraMicrosecondsPerUser": 0.582 }, "correctness": { "initialOrderMatchesEachRound": [ true, true, true ], "finalCountsMatchEachRound": [ true, true, true ], "finalOrderMatchesEachRound": [ true, true, true ] } }, "decision": { "status": "accepted_by_explicit_user_tradeoff", "productionVariant": "timestamp-only created_at DESC index accepted; compound index rejected and not present in production", "reason": "After seeing the corrected representative cost, the user explicitly accepted 11,255,808 bytes and +0.680 us per inserted user for unique timestamps (24.21x-266.13x read gains), plus 4,751,360 bytes and +0.582 us per user for ten-user bursts (18.29x-321.57x read gains). This decision does not cover the compound index. The isolated representative A/B/C follow-up rejected the compound index: it regressed the unique-timestamp first page and materially increased disk/write cost." }, "compoundRepresentativeABC": { "status": "rejected", "candidate": "created_at DESC, id DESC compound index versus the accepted created_at DESC index", "method": { "rowsPerDistribution": 500000, "independentTransactions": 3, "samplesPerTransactionAndShape": 5, "totalSamplesPerShape": 15, "warmupsPerTransactionAndShape": 1, "order": "A/B/C order rotated inside every transaction", "cleanup": "every transaction ended in ROLLBACK", "commonIndexes": "all tables have the same UUID primary-key index", "insertBatchRows": 10000, "timingIsolation": "canonical rerun after other CPU/PostgreSQL benchmark agents stopped" }, "indexStorage": { "uniqueTimestamps": { "simpleBytesEachRound": [ 11255808, 11255808, 11255808 ], "compoundBytesEachRound": [ 20275200, 20275200, 20275200 ], "compoundMinusSimpleBytes": 9019392, "compoundToSimpleRatio": 1.8013, "compoundIncreasePercent": 80.131, "simpleBytesAfter50000InsertsEachRound": [ 13271040, 13271040, 13271040 ], "compoundBytesAfter50000InsertsEachRound": [ 23920640, 23920640, 23920640 ], "afterInsertCompoundIncreasePercent": 80.247 }, "tenUserBursts": { "simpleBytesEachRound": [ 4751360, 4751360, 4751360 ], "compoundBytesEachRound": [ 20324352, 20324352, 20324352 ], "compoundMinusSimpleBytes": 15572992, "compoundToSimpleRatio": 4.2776, "compoundIncreasePercent": 327.759, "simpleBytesAfter50000InsertsEachRound": [ 5603328, 5603328, 5603328 ], "compoundBytesAfter50000InsertsEachRound": [ 24068096, 24068096, 24068096 ], "afterInsertCompoundIncreasePercent": 329.532 } }, "uniqueTimestamps": { "firstPage": { "noIndexSamplesMs": [ 79.055, 63.205, 69.033, 64.688, 66.893, 57.082, 56, 64.918, 70.986, 74.456, 88.976, 61.345, 56.376, 57.135, 59.125 ], "simpleSamplesMs": [ 0.237, 0.124, 0.231, 0.256, 0.15, 0.37, 0.138, 0.219, 0.186, 0.141, 0.509, 0.167, 0.279, 0.175, 0.138 ], "compoundSamplesMs": [ 0.121, 0.198, 0.164, 0.291, 0.204, 0.151, 0.216, 0.214, 0.118, 0.221, 0.477, 0.214, 0.164, 0.106, 0.194 ], "noIndexMedianMs": 64.688, "simpleMedianMs": 0.186, "compoundMedianMs": 0.198, "compoundRegressionVsSimplePercent": 6.452 }, "offset50000": { "noIndexSamplesMs": [ 133.653, 122.937, 165.654, 154.255, 255.245, 124.888, 125.983, 139.393, 140.968, 137.235, 151.742, 143.292, 137.627, 147.725, 137.94 ], "simpleSamplesMs": [ 6.273, 5.542, 5.288, 10.254, 6.294, 4.821, 5.034, 5.457, 5.628, 5.614, 15.465, 5.859, 5.174, 5.198, 5.096 ], "compoundSamplesMs": [ 5.575, 3.119, 3.254, 8.087, 3.706, 3.137, 3.406, 3.505, 3.371, 4.983, 4.168, 4.069, 2.931, 3.018, 3.219 ], "noIndexMedianMs": 139.393, "simpleMedianMs": 5.542, "compoundMedianMs": 3.406, "compoundSpeedupVsSimple": 1.627 }, "insert10000Rows": { "noIndexSamplesMs": [ 41.324, 42.365, 34.69, 37.787, 38.282, 49.078, 54.823, 58.893, 40.822, 56.537, 45.011, 38.21, 42.21, 35.842, 36.346 ], "simpleSamplesMs": [ 54.828, 48.465, 42.161, 45.736, 58.347, 102.65, 71.567, 64.681, 56.949, 55.432, 55.426, 46.866, 47.472, 46.171, 46.097 ], "compoundSamplesMs": [ 53.643, 51.835, 69.438, 44.606, 45.863, 65.229, 55.378, 56.733, 48.836, 47.771, 66.354, 47.254, 58.389, 44.03, 43.741 ], "noIndexMedianMs": 41.324, "simpleMedianMs": 54.828, "compoundMedianMs": 51.835, "simpleExtraMicrosecondsPerUserVsNoIndex": 1.3504, "compoundExtraMicrosecondsPerUserVsNoIndex": 1.0511, "compoundDeltaMicrosecondsPerUserVsSimple": -0.2993 } }, "tenUserBursts": { "firstPage": { "noIndexSamplesMs": [ 97.536, 83.007, 82.563, 77.801, 81.854, 80.281, 84.272, 86.625, 117.336, 91.597, 78.241, 100.035, 73.378, 76.37, 73.884 ], "simpleSamplesMs": [ 0.22, 0.124, 0.238, 0.371, 0.146, 0.231, 0.157, 0.612, 0.368, 0.436, 0.276, 0.133, 0.545, 0.224, 0.154 ], "compoundSamplesMs": [ 0.11, 0.163, 0.343, 0.156, 0.192, 0.132, 0.206, 0.24, 0.175, 0.486, 0.134, 0.158, 0.137, 0.106, 0.235 ], "noIndexMedianMs": 82.563, "simpleMedianMs": 0.231, "compoundMedianMs": 0.163, "compoundSpeedupVsSimple": 1.417 }, "offset50000": { "noIndexSamplesMs": [ 181.149, 185.834, 155.003, 151.478, 153.175, 139.144, 140.267, 213.158, 188.745, 190.545, 184.289, 159.779, 156.309, 160.642, 157.767 ], "simpleSamplesMs": [ 8.038, 8.418, 7.489, 7.892, 9.026, 7.378, 7.724, 8.3, 8.486, 11.09, 10.755, 7.569, 7.527, 7.927, 7.424 ], "compoundSamplesMs": [ 4.191, 3.245, 3.386, 3.44, 3.327, 3.745, 3.893, 4.017, 4.171, 4.551, 7.326, 3.198, 3.402, 3.314, 3.317 ], "noIndexMedianMs": 159.779, "simpleMedianMs": 7.927, "compoundMedianMs": 3.44, "compoundSpeedupVsSimple": 2.304 }, "insert10000Rows": { "noIndexSamplesMs": [ 56.852, 67.311, 35.277, 41.769, 38.984, 43.076, 40.612, 46.572, 41.514, 38.331, 56.728, 39.23, 36.724, 36.912, 36.015 ], "simpleSamplesMs": [ 75.665, 73.424, 43.871, 43.275, 43.638, 59.345, 50.214, 44.475, 40.879, 46.694, 65.48, 42.844, 44.616, 44.221, 42.984 ], "compoundSamplesMs": [ 48.496, 59.438, 42.891, 43.67, 45.941, 70.587, 57.743, 49.954, 48.921, 57.737, 58.111, 45.346, 49.969, 43.602, 45.851 ], "noIndexMedianMs": 40.612, "simpleMedianMs": 44.475, "compoundMedianMs": 48.921, "simpleExtraMicrosecondsPerUserVsNoIndex": 0.3863, "compoundExtraMicrosecondsPerUserVsNoIndex": 0.8309, "compoundDeltaMicrosecondsPerUserVsSimple": 0.4446 } }, "correctness": { "initialOrderMatchesEachRound": [ true, true, true ], "finalCountsMatchEachRound": [ true, true, true ], "finalOrderMatchesEachRound": [ true, true, true ] }, "decision": "rejected: versus the accepted narrow index, the compound index regressed the common unique-timestamp first page by 6.45%, enlarged the btree by 80.13%-327.76%, and added 0.445 us/user to burst inserts. Its 1.63x-2.30x deep-page gains do not pass the no-regression resource gate." } }