Real-time PostgreSQL operational behavior and durability signals

Track WAL activity, locking behavior, query execution signals, and replication events across PostgreSQL workloads in real time.

Monitor PostgreSQL logs and database activity in production environments

Collect PostgreSQL server logs

Ingest PostgreSQL server log output including errors, warnings, checkpoints, and background writer activity from production databases.

Analyze slow and expensive queries

Inspect PostgreSQL log entries generated by duration thresholds to identify long-running queries and inefficient execution paths.

Track database startup and shutdown

Monitor PostgreSQL startup, recovery, and shutdown logs to diagnose configuration issues and unexpected restarts.

Observe vacuum and autovacuum activity

Capture PostgreSQL vacuum and autovacuum log messages to understand table bloat, cleanup behavior, and maintenance impact.

Detect replication and WAL issues

Analyze PostgreSQL replication and write-ahead logging related messages to identify replication lag and streaming issues.

Monitor connection and authentication failures

Surface PostgreSQL connection attempts, authentication errors, and role permission issues recorded in server logs.

Correlate logs with performance metrics

Link PostgreSQL log events with query timing, connection counts, and resource usage metrics for deeper performance analysis.

Support clustered PostgreSQL setups

Aggregate logs from primary servers, replicas, and high-availability PostgreSQL deployments into a unified view.

Transaction and WAL Activity Visibility

  • Track log generation across transaction commits, rollbacks, and WAL activity to understand durability and data consistency behavior in PostgreSQL systems.
  • Correlate transaction logs with application requests and session context to trace write-heavy workload patterns.
  • Identify transaction aborts, checkpoint delays, and WAL write issues affecting database reliability.
  • Detect disruptions in durability workflows impacting recovery and replication readiness.
Transaction and WAL Activity Visibility

Locking, Deadlock, and Concurrency Diagnostics

  • Capture lock wait logs, deadlock reports, and concurrency-related messages generated during multi-session workloads.
  • Correlate blocking queries with affected sessions, transactions, and application operations to identify contention sources.
  • Identify recurring deadlocks triggered by schema design, long-running transactions, or workload spikes.
  • Detect hidden concurrency failures affecting throughput and query execution stability.
Locking, Deadlock, and Concurrency Diagnostics

Query Planner and Execution Behavior

  • Analyze execution plan logs, slow query activity, and optimization-related messages affecting PostgreSQL performance.
  • Correlate planner decisions with indexing strategy, table statistics, and workload patterns across queries.
  • Identify inefficient execution paths, sequential scans, and misconfigured planner parameters increasing latency.
  • Detect performance degradation through abnormal execution timing and query planning anomalies.
Query Planner and Execution Behavior

Replication, Failover, and Operational Signals

  • Track replication logs, standby synchronization activity, and failover-related events across PostgreSQL clusters.
  • Correlate replication lag, streaming interruptions, and node failures with infrastructure and network conditions.
  • Identify recurring replication breakdowns caused by configuration issues or workload pressure.
  • Detect operational risks affecting high availability, failover readiness, and data synchronization.
Replication, Failover, and Operational Signals

Unified Logs Monitoring & Observability Across Different Platforms

Frequently Asked Questions