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BetterDB-inc/monitor

v0.27.0 Feature

This release adds 5 notable features for engineering teams evaluating rollout.

Published 11d Monitoring & Metrics
βœ“ No known CVEs patched
Read the diff β†’ Tool health β†’ What is this tool? β†’

✓ No known CVEs patched in this version

Topics

prometheus monitoring obsevability redis valkey

Summary

AI summary

Broad release touches πŸ”§ Changed, AI observability, Anomaly detection, and ai-observability.

Changes in this release

Feature Medium

Adds AI Cache & Memory tab for Valkey-native cache/memory metrics.

Adds AI Cache & Memory tab for Valkey-native cache/memory metrics.

Source: llm_adapter@2026-07-15

Confidence: high

β€”
Feature Medium

Adds AI Traces with OTLP ingestion, waterfall view, and Valkey correlation.

Adds AI Traces with OTLP ingestion, waterfall view, and Valkey correlation.

Source: llm_adapter@2026-07-15

Confidence: high

β€”
Feature Medium

Adds OTLP `http/protobuf` ingestion support alongside JSON for trace endpoints.

Adds OTLP `http/protobuf` ingestion support alongside JSON for trace endpoints.

Source: llm_adapter@2026-07-15

Confidence: high

β€”
Feature Medium

Adds magnitude sort (top‑N worst offenders) for SLOWLOG and COMMANDLOG queries.

Adds magnitude sort (top‑N worst offenders) for SLOWLOG and COMMANDLOG queries.

Source: llm_adapter@2026-07-15

Confidence: high

β€”
Feature Medium

Redesigns first‑run connect screen with quick URL paste, localhost one‑click, and cloud instance creation options.

Redesigns first‑run connect screen with quick URL paste, localhost one‑click, and cloud instance creation options.

Source: llm_adapter@2026-07-15

Confidence: high

β€”
Feature Medium

Adds connection‑saturation anomaly detection and separates rejected connections from ACL denied events.

Adds connection‑saturation anomaly detection and separates rejected connections from ACL denied events.

Source: llm_adapter@2026-07-15

Confidence: low

β€”
Feature Medium

Adds detection for stuck orphaned replicas after primary loss in Valkey clusters.

Adds detection for stuck orphaned replicas after primary loss in Valkey clusters.

Source: llm_adapter@2026-07-15

Confidence: low

β€”
Feature Medium

Changes Managed Valkey instance sizing to scale pod memory limit (2Γ— maxmemory) and volume size (4Γ—) with requested instance size; caps maxmemory at 2β€―GB and adds a 1β€―GB size option.

Changes Managed Valkey instance sizing to scale pod memory limit (2Γ— maxmemory) and volume size (4Γ—) with requested instance size; caps maxmemory at 2β€―GB and adds a 1β€―GB size option.

Source: llm_adapter@2026-07-15

Confidence: low

β€”
Feature Low

Adds OpenAI Agents SDK adapter to integration suite.

Adds OpenAI Agents SDK adapter to integration suite.

Source: llm_adapter@2026-07-15

Confidence: high

β€”
Refactor Low

Refactors SlowLog storage into shared `SlowLogRepository` across sqlite, postgres, and memory adapters; no behavior change.

Refactors SlowLog storage into shared `SlowLogRepository` across sqlite, postgres, and memory adapters; no behavior change.

Source: llm_adapter@2026-07-15

Confidence: high

β€”
Full changelog

AI observability lands (Valkey-native cache/memory metrics, OTLP traces with a correlation waterfall), two new Valkey-issue-backed anomaly detectors, worst-offender sorting for the logs, and a redesigned first-run connect screen built to convert.

✨ Added

AI observability

  • AI Cache & Memory tab (#312) - auto-discovers BetterDB agent-cache, semantic-cache, agent-memory, and retrieval instances on the connected Valkey via the __betterdb:caches registry (heartbeat liveness, zero app-side config) and charts hit rate, cost saved, evictions, index size, and history. Per-tick hit rate is derived from counter deltas; samples persist in the new ai_cache_samples store across sqlite / postgres / memory with tier-based retention.
  • AI Traces: OTLP ingestion, waterfall, and Valkey correlation (#313) - POST /v1/traces OTLP ingestion (keeps @betterdb/* spans plus roots) feeding an AI Traces waterfall, then correlates spans with live Valkey state to explain why a hit or miss happened. New otel_spans store + per-trace summaries across all adapters, GET /ai/traces, GET /ai/traces/:traceId, and GET /ai/traces/:traceId/correlate. Ingest supports an optional bearer token and fails closed on cloud when no token is configured.
  • OTLP http/protobuf ingestion (#314) - /v1/traces now accepts the OTel SDK's default http/protobuf encoding alongside http/json, so exporters work without flipping a config flag. Decodes with a minimal inline proto (fixed64 timestamp precision preserved) and answers protobuf requests with protobuf responses per the OTLP/HTTP spec.

Anomaly detection

  • Connection saturation (#317, valkey#3918) - closes the "approaching the wall" gap before maxclients exhaustion locks out operators, and unbundles rejected_connections from ACL_DENIED so a connection-limit event is no longer misread as an auth attack.
  • Stuck orphaned replicas after primary loss (#310, valkey#2090) - after a primary is replaced by a fresh node (classic k8s pod restart), a surviving replica can keep replicating the dead primary forever. Detects the stuck state and recommends the maintainers' own remediation.

Logs

  • Magnitude sort (top-N worst offenders) (#316, valkey#3895) - SLOWLOG and COMMANDLOG queries take sortBy: 'recent' | 'magnitude'; magnitude returns the worst offenders first (Β΅s for slow, bytes for large-request/large-reply). Because every entry is persisted durably, bursts of mildly-slow commands can't evict the genuine outliers the way Valkey's small in-memory log does.

Onboarding

  • Connect-screen redesign for first-time activation (#321) - the no-database screen is rebuilt to convert: quick connect by pasting a redis:// / rediss:// / valkey:// URL (failures hand off to the prefilled form), contextual per-page headlines instead of one generic dead end, one-click Connect localhost:6379 + Docker one-liner (self-hosted) or Create a 1 GB Valkey instance (cloud), provider setup-guide chips, a read-only trust line, and a troubleshooting link. Pasting a full URL into the Add Connection form's Host field fills every field.

πŸ”§ Changed

  • Managed Valkey instance sizing (#321, cloud) - pod memory limit (2Γ— maxmemory) and volume size (4Γ—) now scale with the requested instance size instead of the fixed chart defaults; requested maxmemory is hard-capped at 2gb (DTO + service + sizing clamp) and a 1gb size option was added.
  • SlowLog storage refactor (#191) - SLOWLOG persistence extracted into a shared SlowLogRepository across the sqlite / postgres / memory adapters. No behavior change.

Full changelog: v0.26.0...v0.27.0

What's Changed

  • Adding OpenAI Agents SDK adapter by @amitkojha05 in https://github.com/BetterDB-inc/monitor/pull/149
  • feat(semantic-cache): add Google AI (Gemini) embedding provider by @Vswaroop04 in https://github.com/BetterDB-inc/monitor/pull/160
  • test(storage): skip CI-only-flaky cache_proposals constraint tests by @KIvanow in https://github.com/BetterDB-inc/monitor/pull/309
  • feat(anomaly): detect stuck orphaned replicas after primary loss (valkey#2090) by @KIvanow in https://github.com/BetterDB-inc/monitor/pull/310
  • feat(agent-cache-py): add Pydantic AI adapter by @amitkojha05 in https://github.com/BetterDB-inc/monitor/pull/131
  • feat(semantic-cache): runtime-configurable defaultTtl via __config hash by @amitkojha05 in https://github.com/BetterDB-inc/monitor/pull/161
  • refactor(storage): extract SlowLogRepository across all three storage adapters by @amitkojha05 in https://github.com/BetterDB-inc/monitor/pull/191
  • feat(ai-observability): AI Cache & Memory tab (Valkey-native) by @KIvanow in https://github.com/BetterDB-inc/monitor/pull/312
  • feat(ai-observability): OTLP traces, waterfall, and Valkey correlation by @KIvanow in https://github.com/BetterDB-inc/monitor/pull/313
  • feat(ai-observability): OTLP protobuf ingestion by @KIvanow in https://github.com/BetterDB-inc/monitor/pull/314
  • feat(anomaly): connection-saturation detection + unbundle rejected_connections (valkey#3918) by @KIvanow in https://github.com/BetterDB-inc/monitor/pull/317
  • feat(logs): magnitude sort (top-N worst offenders) for slow/command log by @KIvanow in https://github.com/BetterDB-inc/monitor/pull/316
  • feat(web): redesign no-connection screen for first-time activation by @KIvanow in https://github.com/BetterDB-inc/monitor/pull/321

Full Changelog: https://github.com/BetterDB-inc/monitor/compare/v0.26.0...v0.27.0

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About BetterDB-inc/monitor

Valkey-first observability with Redis compatibility. Query real-time metrics, analyze slow commands, detect hot keys, and investigate performance issues directly from AI coding assistants.

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Related context

Earlier breaking changes

  • vagent-cache-py-v0.7.0 Cache keys changed for tool-using requests on the LlamaIndex adapter; existing cached entries will miss once after upgrade.
  • vagent-cache-v0.7.0 Cache keys for tool-using requests changed on Vercel and LlamaIndex adapters; existing entries become one-time misses.
  • vagent-v1.5.0 TLS is now mandatory; agent exits with error if `--valkey-tls true` is not set for IAM auth mode.

Beta — feedback welcome: [email protected]