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Data Pipelines
ETL, data processing, and pipeline orchestration tools
23tools ranked
Data Pipelines Rankings
Ranked by overall ToolRoute Score across all benchmark dimensions
| Rank | Tool Name | ToolRoute Score | Output | Reliability | Efficiency | Cost | Trust | Stars |
|---|---|---|---|---|---|---|---|---|
| 🥇 | Snowflake MCPOfficial | 86.0 | 84.0 | 90.0 | 78.0 | 50.0 | 93.0 | 1,800 |
| 🥈 | FivetranOfficial | 86.0 | 84.0 | 88.0 | 82.0 | 40.0 | 90.0 | 3,000 |
| 🥉 | BigQuery MCPOfficial | 85.0 | 84.0 | 88.0 | 80.0 | 55.0 | 92.0 | 2,400 |
| #4 | Stitch DataOfficial | 78.0 | 76.0 | 80.0 | 80.0 | 55.0 | 82.0 | 1,000 |
| #5 | Apache Airflow | 49.7 | 82.0 | 84.0 | 80.0 | 90.0 | 10.0 | 44,668 |
| #6 | Apache Flink | 49.7 | 82.0 | 84.0 | 82.0 | 88.0 | 10.0 | 25,870 |
| #7 | Apache Spark | 49.7 | 84.0 | 84.0 | 80.0 | 85.0 | 10.0 | 42,991 |
| #8 | Prefect | 49.6 | 82.0 | 84.0 | 84.0 | 85.0 | 10.0 | 21,880 |
| #9 | Dagster | 49.6 | 82.0 | 82.0 | 84.0 | 88.0 | 10.0 | 15,111 |
| #10 | Temporal | 49.3 | 82.0 | 86.0 | 82.0 | 80.0 | 10.0 | 18,931 |
| #11 | Airbyte | 49.1 | 82.0 | 80.0 | 82.0 | 88.0 | 10.0 | 20,893 |
| #12 | dbt MCP | 49.0 | 82.0 | 85.0 | 80.0 | 88.0 | 10.0 | 509 |
| #13 | Kestra | 48.6 | 80.0 | 78.0 | 82.0 | 90.0 | 10.0 | 26,545 |
| #14 | Mage AI | 48.4 | 80.0 | 78.0 | 82.0 | 90.0 | 10.0 | 8,677 |
| #15 | Apache Beam | 48.4 | 78.0 | 82.0 | 78.0 | 90.0 | 10.0 | 8,517 |
| #16 | Kafka Connect | 48.0 | 80.0 | 84.0 | 82.0 | 85.0 | 10.0 | 48 |
| #17 | Luigi | 47.4 | 74.0 | 78.0 | 80.0 | 95.0 | 10.0 | 18,699 |
| #18 | Singer | 45.9 | 74.0 | 74.0 | 80.0 | 95.0 | 10.0 | 578 |
| #19 | GenAI ToolboxOfficial | 9.3 | 9.2 | 9.0 | 8.5 | 8.0 | 9.3 | 13,426 |
| #20 | Supabase MCP | 8.6 | 8.5 | 8.5 | 8.5 | 8.5 | 8.3 | 2,539 |
| #21 | Neon MCPOfficial | 8.6 | 8.8 | 8.8 | 9.0 | 8.5 | 8.7 | 563 |
| #22 | Plaid MCP Server | 7.8 | 8.2 | 8.0 | 8.0 | 7.0 | 8.0 | 620 |
| #23 | QuickBooks MCP Server | 6.8 | 7.5 | 7.0 | 7.5 | 7.5 | 7.0 | 280 |
Score Guide
9.0+ Exceptional
8.0+ Excellent
7.0+ Good
6.0+ Fair
<6.0 Below Average
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