ClickHouse Cloud alternatives
Depot pick for agent-analytics-warehouse (event/log OLAP). MotherDuck remains sql-warehouse-agent-context for…
Overall 8.38 (curated_estimate, high) · score asOf 2026-10-19 · last reviewed 2026-10-19. This is not an Elo and not a live price board. Provider · JSON
Jobs: cost-monitoring, sql-warehouse-agent-context, agent-analytics-warehouse, llm-audit-log-warehouse
| Provider | Why listed | Overall | Δ vs subject | asOf |
|---|---|---|---|---|
| Langfuse Depot default observability for most agent teams: open, affordable, good enough to serious. | same_jtbd_pick, same_jtbd_runner · cost-monitoring, llm-audit-log-warehouse | 8.66high | +0.28 | 2026-09-14 |
| MotherDuck Depot pick when the agent needs SQL warehouse context (analytics, DuckLake/Iceberg, shared Guides). Snowflake… | same_jtbd_pick, same_jtbd_runner · sql-warehouse-agent-context, agent-analytics-warehouse | 8.44high | +0.06 | 2026-10-19 |
| Elasticsearch Serverless Enterprise hybrid/vector search when already in Elastic. Prefer Typesense/Meilisearch/Algolia for product… | same_jtbd_runner · agent-analytics-warehouse, llm-audit-log-warehouse | 8.06high | -0.32 | 2026-09-14 |
| Databricks Mosaic AI Pick only when your data/platform already is Databricks. Otherwise Bedrock/Vertex or direct APIs. | same_jtbd_runner · sql-warehouse-agent-context, agent-analytics-warehouse | 7.11medium | -1.27 | 2026-09-14 |
| Snowflake Cortex Use when Snowflake already holds the data. Don't drag agent backends into Snowflake just for Cortex. | same_jtbd_runner · sql-warehouse-agent-context, agent-analytics-warehouse | 7.1medium | -1.28 | 2026-09-14 |
| Sentry Depot pick for agent-error-observability (exceptions/traces in the app hosting the agent). Keep… | same_jtbd_runner · llm-audit-log-warehouse | 8.56high | +0.18 | 2026-09-14 |
| Vantage Depot pick for unified cloud+GPU+LLM FinOps. Helicone/Langfuse still own request-path token tracing; Vantage… | same_jtbd_runner · cost-monitoring | 8.42high | +0.04 | 2026-09-14 |
| Portkey Depot pick for production AI gateway (fallbacks, virtual keys, budgets). OpenRouter when you want a model… | same_jtbd_runner · cost-monitoring | 8.31high | -0.07 | 2026-09-14 |
| Helicone Maintenance mode since 2026-03-03 (Mintlify); site now says 'no longer part of Mintlify'. Runner-up only, not a pick. | same_jtbd_runner · cost-monitoring | 8.13high | -0.25 | 2026-10-19 |
| Honeycomb When your agent outage is an infra mystery, Honeycomb shines. Still pair with an LLM-native tracer for… | same_jtbd_runner · llm-audit-log-warehouse | 8.13high | -0.25 | 2026-09-14 |
| OpenRouter Best multi-model router for agents that need failover and experimentation. Pin providers in production; don’t… | same_jtbd_runner · cost-monitoring | 8high | -0.38 | 2026-09-14 |
| DuckDB (vector/extensions) Use for local analytics + light vector experiments. Production agent memory → pgvector/Qdrant/Mem0. | same_jtbd_runner · sql-warehouse-agent-context | 8high | -0.38 | 2026-09-14 |
Prices are not ranked on this page. For a job, use the sourced quote (separate input and output rows, Depot Pick unchanged): cost-monitoring, sql-warehouse-agent-context, agent-analytics-warehouse, llm-audit-log-warehouse.
Alternatives are other catalog providers that share a JTBD as pick or runner-up. If fewer than three exist, same-category active providers fill the list and are labeled same_category. Overall deltas are catalog scores. kind=curated_estimate is not a lab measurement. Pricing rows are sourced or explicitly null. Do not parse pricingNotes. A single normalized USD figure is set only for a provider with exactly one token row.