High-volume agent event/log analytics warehouse
Need OLAP SQL over millions of agent traces, tool calls, and product events — not just an app Postgres or DuckDB laptop.
At a glance — Oct 2026
Updated 2026-10-27 · forward this page: /jtbds/agent-analytics-warehouse#briefScores as of 2026-10-19 (8 days old).
- Depot Pick
- ClickHouse Cloud · 8.38/10 for this job (curated estimate, high confidence)
Capability + pricePerf for analytical volume. ClickHouse Cloud wins agent event OLAP; MotherDuck remains sql-warehouse-agent-context pick.
- Runner-up
- MotherDuck · 8.44/10
Scores higher than the pick on: Price / performance, Developer & agent DX, Privacy / data retention.
- When not to use the pick
- Lightweight embedded analytics — MotherDuck/DuckDB. Already on Snowflake/Databricks — stay. Log search UI — Elastic/Datadog.
- Lock-in / migration
- Self-host fallback listed for this job: DuckDB.
- Sourced price (no comparable unit)
Pick: no sourced price in this job's unit (no_sourced_price).
No cheapest SKU (no_comparable_unit_for_job). No price was invented.
- Free option
- DuckDB (oss) — source, as of 2026-10-25
- Failure modes to watch
- Observability gap: Alert on a drop in trace ingestion and on certificate expiry for the trace host. Do not treat a missing trace as a successful quiet run.
- Schema drift: Validate every tool call and every loaded table against the current schema. Quarantine mismatches instead of coercing them.
Cite: Agent Provider Depot, Depot Pick for agent-analytics-warehouse: clickhouse-cloud, scores as of 2026-10-19. Agents: GET /api/decide?jtbd=agent-analytics-warehouse
Free High-volume agent event/log analytics warehouse options
ClickHouse Cloud
Capability + pricePerf for analytical volume. ClickHouse Cloud wins agent event OLAP; MotherDuck remains sql-warehouse-agent-context pick.
Pricing (directional): As of 2026-10-24 (clickhouse.com/pricing, fetched 2026-10-24; list rates shown for 'N. Virginia (us-east-1)'): 'Pay only for the compute and storage you use, metered separately and scaled to zero when idle.' Basic: Storage '$25.30 Per 1TB /…
Lock-in risk: higher = more lock-in (worse). Overall already inverts this dimension.
Depot pick for agent-analytics-warehouse (event/log OLAP). MotherDuck remains sql-warehouse-agent-context for DuckDB-shaped app analytics; Snowflake/Databricks if already committed.
Quote for High-volume agent event/log analytics warehouse
Depot Pick stays ClickHouse Cloud. Prices below are sourced SKU rows only (as of 2026-10-27). Input and output are not blended. GET /api/quote?jtbd=agent-analytics-warehouse
Nothing was compared. no comparable sourced unit for this job; chat input $/1M and other units were not borrowed pickIsPriceWinner is null.
Sourced price unavailable for the Depot Pick. No row in the pricing index.
4 of 5 candidates have no sourced price row. 5 are excluded from the Matching price comparison (none). no comparable sourced unit for this job; chat input $/1M and other units were not borrowed
Runners-up
MotherDuck
Depot pick when the agent needs SQL warehouse context (analytics, DuckLake/Iceberg, shared Guides). Snowflake…
Snowflake Cortex
Use when Snowflake already holds the data. Don't drag agent backends into Snowflake just for Cortex.
Databricks Mosaic AI
Pick only when your data/platform already is Databricks. Otherwise Bedrock/Vertex or direct APIs.
Elasticsearch Serverless
Enterprise hybrid/vector search when already in Elastic. Prefer Typesense/Meilisearch/Algolia for product…
When NOT to use the top pick
Lightweight embedded analytics — MotherDuck/DuckDB. Already on Snowflake/Databricks — stay. Log search UI — Elastic/Datadog.
Full ranking (score table)
Ranked with this JTBD's weights. Scores are curated estimates unless marked otherwise. Agents: prefer /api/decide then this table for tie-breaks.
| # | Provider | Overall | Fit | $/perf | Latency | DX | As of |
|---|---|---|---|---|---|---|---|
| 1 | MotherDuck | 8.4 | 8.8 | 8.6 | 8.6 | 9.0 | 2026-10-19 |
| 2 | ClickHouse CloudDepot Pick | 8.4 | 9.0 | 8.0 | 8.8 | 8.4 | 2026-10-19 |
| 3 | Elasticsearch Serverless | 8.1 | 9.0 | 6.8 | 9.0 | 7.6 | 2026-09-14 |
| 4 | Databricks Mosaic AI | 7.1 | 8.4 | 4.8 | 8.5 | 6.8 | 2026-09-14 |
| 5 | Snowflake Cortex | 7.1 | 7.8 | 5.5 | 8.4 | 7.0 | 2026-09-14 |
Score methodology for this job
Capability + pricePerf for analytical volume. ClickHouse Cloud wins agent event OLAP; MotherDuck remains sql-warehouse-agent-context pick.
capabilityFit: 25%pricePerformance: 18%latencyReliability: 15%developerDx: 15%privacyPosture: 10%lockInRisk: 7%maturity: 10%