snowflake-labs/data-eng-bench
Agentic dbt data-engineering benchmark: 103 real-world dbt tasks (analytics, dimensional modeling, incremental models, bug-fixes, snapshots) runnable hermetically on DuckDB or against Snowflake via DB_TYPE. A 30-task balanced fast subset for cost-bounded / CI runs is listed in configs/fast-30.txt.
Published 8/3/2026 by Danmei Xu
harbor run -d snowflake-labs/data-eng-bench| Task |
|---|
snowflake-labs/cohort-retention-matrix |
snowflake-labs/dbt-calculate-running-balance |
snowflake-labs/dbt-customer-cross-sell-insights |
snowflake-labs/dbt-harbor-marketing-mix-model |
snowflake-labs/dbt-fix-inventory-balance |
snowflake-labs/dbt-fix-cac-payback-waterfall |
snowflake-labs/dbt-harbor-warehouse-capacity |
snowflake-labs/dbt-customer-geographic |
snowflake-labs/dbt-exchange-rate-settlement-date |
snowflake-labs/dbt-customer-retention-risk |
snowflake-labs/dbt-fix-marketing-attribution |
snowflake-labs/dbt-customer-churn-cohorts |
snowflake-labs/dbt-rfm-customer-segmentation |
snowflake-labs/dbt-campaign-roi-analysis |
snowflake-labs/dbt-fix-multi-touch-attribution |
snowflake-labs/dbt-payment-analytics |
snowflake-labs/dbt-fix-customer-snapshot-and-build-dimension |
snowflake-labs/pos-operations |
snowflake-labs/dbt-multicurrency-lifo |
snowflake-labs/dbt-fix-customer-ltv |
snowflake-labs/dbt-product-category-analytics |
snowflake-labs/late-arriving-orders-reconciliation |
snowflake-labs/dbt-hr-analytics |
snowflake-labs/dbt-customer-risk-scoring |
snowflake-labs/dbt-product-return-rate-analysis |
snowflake-labs/dbt-loyalty-points-analysis |
snowflake-labs/dbt-fix-customer-churn |
snowflake-labs/dbt-fix-email-attribution |
snowflake-labs/dbt-price-elasticity |
snowflake-labs/dbt-fix-product-metrics |
snowflake-labs/dbt-order-interval-metrics |
snowflake-labs/dbt-test-orders-filter |
snowflake-labs/dbt-order-fulfillment-analytics |
snowflake-labs/dbt-coupon-effectiveness |
snowflake-labs/web-session-quality-scoring |
snowflake-labs/dbt-fix-daily-revenue |
snowflake-labs/dbt-product-affinity |
snowflake-labs/dbt-basket-composition-analysis |
snowflake-labs/dbt-payment-fraud-analysis |
snowflake-labs/dbt-campaign-performance |
snowflake-labs/dbt-multi-warehouse-stock-rebalance |
snowflake-labs/dbt-three-way-matching |
snowflake-labs/dbt-inventory-stockout-risk |
snowflake-labs/dbt-fix-timezone-sales |
snowflake-labs/fifo-inventory-cogs |
snowflake-labs/dbt-customer-lifecycle-journey |
snowflake-labs/dbt-inventory-analysis |
snowflake-labs/dbt-fix-division-by-zero |
snowflake-labs/dbt-consolidate |
snowflake-labs/dbt-supplier-payment-optimization |
snowflake-labs/dbt-abc-classification |
snowflake-labs/dbt-product-return-analysis |
snowflake-labs/shipping-fulfillment-quality-scoring |
snowflake-labs/dbt-fix-repeat-purchase-cohort-revenue |
snowflake-labs/promotional-lift-analysis |
snowflake-labs/dbt-customer-order-analytics |
snowflake-labs/dbt-web-session-analytics |
snowflake-labs/dbt-gl-reconciliation |
snowflake-labs/dbt-carrier-delivery-performance |
snowflake-labs/dbt-dq-macro-enforcement |
snowflake-labs/dbt-channel-attribution-analysis |
snowflake-labs/dbt-session-attribution |
snowflake-labs/dbt-monthly-channel-revenue |
snowflake-labs/dbt-customer-acquisition-channel-performance |
snowflake-labs/marketing-campaigns-harbor |
snowflake-labs/dbt-order-fulfillment-metrics |
snowflake-labs/dbt-daily-order-summary |
snowflake-labs/dbt-receivables-aging-buckets |
snowflake-labs/dbt-retail-task-10-trust-risk |
snowflake-labs/dbt-fix-paid-search-attribution |
snowflake-labs/dbt-rfm-customer-tiering |
snowflake-labs/dbt-fix-daily-cohorts |
snowflake-labs/tier-migration-analysis |
snowflake-labs/dbt-customer-ltv-fix |
snowflake-labs/dbt-customer-lifetime-value |
snowflake-labs/dbt-customer-cltv-forecasting |
snowflake-labs/dbt-warehouse-fulfillment-analytics |
snowflake-labs/deferred-revenue-recognition |
snowflake-labs/dbt-retail-task-07-cart-recovery |
snowflake-labs/dbt-fix-category-revenue |
snowflake-labs/dbt-fix-refund-reconciliation |
snowflake-labs/time-decay-attribution-model |
snowflake-labs/dbt-harbor-product-affinity |
snowflake-labs/dbt-fraud-detection-model |
snowflake-labs/dbt-supplier-scorecard |
snowflake-labs/dbt-order-reconciliation |
snowflake-labs/dbt-fix-inventory-model |
snowflake-labs/dbt-retail-task-01-channel-revenue |
snowflake-labs/payment-risk-scoring |
snowflake-labs/dbt-sales-funnel-analysis |
snowflake-labs/dbt-inventory-turnover-analysis |
snowflake-labs/dbt-email-campaign-tracker |
snowflake-labs/dbt-product-performance-metrics |
snowflake-labs/dbt-cart-abandonment-recovery |
snowflake-labs/dbt-rfm-customer-segmentation-2 |
snowflake-labs/dbt-fulfillment-sla |
snowflake-labs/workforce-analytics |
snowflake-labs/dbt-incremental-late-arriving-sales |
snowflake-labs/dbt-product-sales-velocity |
snowflake-labs/dbt-customer-cohort-retention |
Displaying 100 of 103 tasks
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