logo__image
Application Developer

Cloud Services & DevOps

Process Banner

Observability Dashboards (metrics, logs, traces, compliance)

One source of truth for reliability and compliance—SLO dashboards with audit-ready evidence.

Give leaders and engineers one source of truth for reliability and compliance. We build observability dashboards that unify metrics, logs, and traces, tie alerts to SLOs & error budgets, and present audit-ready evidence—so teams see issues early, fix them fast, and communicate impact clearly.

Key Benefits

Faster RCA: Correlation across metrics/logs/tracesFaster RCA:

Clear SLOs: Burn-rate alerts and error budgetsClear SLOs:

Executive Clarity: KPI scorecards in BI dashboardsExecutive Clarity:

Audit-Ready: Change/approval trails and exportsAudit-Ready:

Cost Control: Retention tiers & samplingCost Control:

What We Build

  1. Service Health Dashboards: latency, error, saturation, throughput, dependency maps, release markers.
  2. Incident Dashboards: timelines merged from alerts, traces, and change records; MTTR/MTTD tracking with runbook links.
  3. Executive Scorecards: availability vs. SLO, incident trends, risk hot spots, adoption and ROI views.
  4. Compliance Views: access logs, configuration changes, approvals, and artifacts summarized for reviews.

Signals & Correlation

  1. Metrics: RED/USE, custom business KPIs, capacity & saturation.
  2. Logs: structured fields (service, version, env), correlation IDs to hop service boundaries.
  3. Traces: distributed traces with span events, error tagging, and long-tail latency buckets.
  4. Release Markers: deployments, feature flags, and config changes shown inline to speed RCA.

Views by Audience

  1. SRE & On-Call: burn-rate gauges, error-class leaders, dependency hotspots, SLIs/SLOs.
  2. Engineering: failing endpoints/queries, slow spans, recent releases, top regressions.
  3. Leadership: availability, incident volume, time-to-restore, adoption, and cost vs. value.

Security & Compliance

  1. Privacy by Design: PII redaction/masking at source, scoped access, and audit logs of dashboard views.
  2. Evidence Export: incident timelines, approvals, SBOM/signatures, and change history for reviews (TX-RAMP/HIPAA/PCI context where applicable).

Cost & Performance Controls

  1. Dynamic sampling, noise filtering, and label cardinality guards.
  2. Retention tiers (hot/warm) aligned to use cases and policies.
  3. Cost vs. ingestion and value panels so leaders see ROI.

Delivery Approach

  1. Discovery — critical user journeys, SLO targets, compliance scope.
  2. Instrumentation & Schemas — OTLP/IDs, severity standards, release markers.
  3. Dashboard Design — role-based views, drill-down paths, and alert wiring.
  4. Prove & Tune — game days, postmortems, budget/cardinality tuning.
  5. Operate — weekly error-budget review, evidence exports, roadmap updates.

FAQs

Ready to Put Reliability on One Page?