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fix(traces): eliminate clickhouse query timeouts and improve read times #7291

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@adambenhassen adambenhassen commented Nov 19, 2025 •
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Description

Fixes critical performance issues causing ClickHouse query timeouts on the traces dashboard when handling large datasets. Users with high-traffic targets were experiencing UI hangs and failed queries when viewing trace data.

Checklist

  • Input validation
  • Output encoding
  • Authentication management
  • Session management
  • Access control
  • Cryptographic practices
  • Error handling and logging
  • Data protection
  • Communication security
  • System configuration
  • Database security
  • File management
  • Memory management
  • Testing

@adambenhassen adambenhassen marked this pull request as draft November 19, 2025 14:54
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Summary of Changes

Hello @adambenhassen, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request significantly enhances the performance and reliability of trace data retrieval from ClickHouse. It addresses common issues like query timeouts and slow read times by implementing several ClickHouse-specific optimizations, including the strategic use of PREWHERE for early and efficient filtering, increasing query concurrency with max_threads settings, and extending query timeouts for more robust operations. The changes also refine pagination logic for better consistency and introduce time-based filtering for trace breakdowns, while optimizing data transfer by removing an unnecessary field from trace queries.

Highlights

  • ClickHouse Query Optimization: Implemented PREWHERE clauses for target_id and timestamp filters and added SETTINGS max_threads = 8 to several queries to improve read performance by leveraging ClickHouse's columnar storage and parallel processing capabilities.
  • Increased Query Timeouts: Extended ClickHouse query timeouts from 10-30 seconds to 30-60 seconds for various trace-related queries to prevent timeouts during complex or heavy data retrieval operations.
  • Simplified Pagination Logic: Streamlined the pagination logic for trace lists by removing trace_id as a secondary sort key, relying solely on timestamp or duration for ordering.
  • Trace Breakdown Filtering: Enhanced the TraceBreakdownLoader to support filtering trace breakdown data by a specified time period, improving the granularity of analysis.
  • Removed Unused Field: Eliminated the selection of graphql_operation_document from trace queries, reducing the data payload and potentially improving query efficiency.
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🚀 Snapshot Release (alpha)

The latest changes of this PR are available as alpha on npm (based on the declared changesets):

Package Version Info
hive 8.9.0-alpha-20251121204004-49c5eefd28400301d4143db05019097554fb705d npm ↗︎ unpkg ↗︎

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📚 Storybook Deployment

The latest changes are available as preview in: https://pr-7291.hive-storybook.pages.dev

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Code Review

This pull request introduces several optimizations to ClickHouse queries for traces, aiming to reduce timeouts and improve read times. The changes include increasing query timeouts, enabling parallel execution with max_threads, and leveraging PREWHERE for earlier filtering. While these are great performance improvements, I've found a critical issue with the updated pagination logic that makes it unstable, and a couple of medium-severity maintainability issues with how PREWHERE conditions are identified.

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💻 Website Preview

The latest changes are available as preview in: https://pr-7291.hive-landing-page.pages.dev

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@adambenhassen adambenhassen marked this pull request as ready for review November 20, 2025 16:41
@adambenhassen adambenhassen force-pushed the adam/clickhouse-fix-timeouts branch from ba2688f to 2aabf51 Compare November 20, 2025 17:15
@adambenhassen adambenhassen requested a review from n1ru4l November 20, 2025 17:15
@adambenhassen adambenhassen force-pushed the adam/clickhouse-fix-timeouts branch from 2aabf51 to cf72e40 Compare November 21, 2025 15:06
jdolle
jdolle reviewed Nov 21, 2025
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packages/services/api/src/modules/operations/providers/traces.ts
FROM
"otel_traces"
WHERE
PREWHERE
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@jdolle jdolle Nov 21, 2025

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nice. Clickhouse says this should be done automatically though. Do we know why we have to specify this?

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@adambenhassen adambenhassen Nov 21, 2025

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ClickHouse's automatic optimization is conservative and skips PREWHERE when it sees complex expressions like map accesses (SpanAttributes['hive.target_id']) or compound pagination conditions. The explicit PREWHERE ensures the deterministic optimization behavior we expect.

jdolle
jdolle reviewed Nov 21, 2025
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packages/services/api/src/modules/operations/providers/traces.ts
SETTINGS max_threads = 8
`,
timeout: 10_000,
timeout: 30_000,
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@jdolle jdolle Nov 21, 2025

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Why increase?
Realistically we dont want to wait 30s. Most people would refresh by then and we'd just be wasting time fetching.

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@adambenhassen adambenhassen Nov 21, 2025

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Good point. The timeout increase was added as a safety margin, but you're right that 30s is too long for a query. It's only there to make sure we render something at some point, regardless if the user focus is lost. I think it's harmless to have it increased.

jdolle
jdolle reviewed Nov 21, 2025
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packages/services/api/src/modules/operations/providers/traces.ts Outdated
${filterSQLFragment}
ORDER BY
${orderByFragment}
LIMIT ${sql.raw(String(limit + 1))}
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@jdolle jdolle Nov 21, 2025

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Does

sql`${limit+1}`

not work?

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@adambenhassen adambenhassen Nov 21, 2025 •
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Argument of type 'number' is not assignable to parameter of type 'ValueExpression'

Edit: Ah, I see. ${sql`limit + 1`} did it. cool gimmick!

@adambenhassen adambenhassen force-pushed the adam/clickhouse-fix-timeouts branch from cf72e40 to 49c5eef Compare November 21, 2025 20:39
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