Monitoring & Logging SetupPrometheus, Grafana & Datadog APM.
Bespoke monitoring & logging services. Prometheus metric dashboards, Grafana visualization, Datadog APM, Loki log aggregation, OpenTelemetry tracing, and 24/7 PagerDuty incident alerting.
Grafana Unified
Metrics, Logs & Traces
< 60s Alert
PagerDuty & Slack Sync
OpenTelemetry
Vendor-Neutral APM Tracing
Loki Pool
Centralized Log Aggregation
Why Monitoring & Logging Setup
100% full-stack observability. <60s PagerDuty alerts.
Enterprise observability engineering provides instant incident detection, root-cause trace analysis, and 99.99% SLA compliance.
100% Full-Stack System Observability
Unifying infrastructure CPU/RAM metrics, distributed APM trace spans, and log streams into single-pane Grafana dashboards.
< 60-Second Incident Alerts
Configuring Alertmanager and Datadog to dispatch instant PagerDuty, Slack, and SMS incident notifications before users notice outages.
Distributed OpenTelemetry Tracing
Tracing HTTP and gRPC request execution paths across complex microservices to pinpoint database locks and latency bottlenecks.
Centralized Immutable Log Retention
Streaming syslog, stdout, and application JSON logs into Grafana Loki or Elasticsearch with 365-day HIPAA audit retention.
Observability Capabilities
Prometheus, Grafana Loki & OpenTelemetry tracing.
We deliver full-suite monitoring engineering covering Datadog APM, Alertmanager, Sentry error tracking, and cost optimization.
Prometheus & Grafana Enterprise Metrics Setup
Deploying Prometheus time-series metric collection with custom Grafana dashboards for servers, K8s, and DBs.
Datadog APM & New Relic Full-Stack Observability
Setting up Datadog agents monitoring infrastructure metrics, synthetic browser probes, and distributed traces.
Grafana Loki & Vector Structured Log Aggregation
Configuring Vector and FluentBit agents streaming container and server logs into centralized Loki pools.
OpenTelemetry (OTel) Distributed Tracing Engine
Instrumenting application microservices with OpenTelemetry SDKs pushing trace spans to Jaeger or Tempo.
Alertmanager, PagerDuty & Slack Incident Sync
Configuring intelligent alert routing, on-call schedules, escalation policies, and deduplication rules.
Synthetics & Uptime SLA End-to-End Probes
Configuring automated 60-second synthetic browser probes verifying login flows and checkout APIs.
Sentry & Bugsnag Exception Tracking Integration
Capturing stack traces, user session breadcrumbs, and environment variables for frontend/backend errors.
Cost-Optimized Telemetry Sampling & Retention
Filtering high-volume trace logs and configuring storage lifecycle policies to cut APM vendor costs by 40%+.
Industry Solutions
Monitoring & logging solutions for every commercial sector.
From B2B SaaS observability dashboards to fintech APM, healthcare HIPAA log pools, e-commerce, and logistics, we engineer monitoring infrastructure.
B2B SaaS Multi-Tenant Monitoring Dashboards
Prometheus and Grafana dashboards tracking tenant API request rates, error budgets (SLO), and database pools.
Fintech Compliant APM & Audit Log Pools
SOC 2 Type II compliant Datadog APM with cryptographically signed immutable log archiving and PagerDuty sync.
Healthcare HIPAA Log Retention Vaults
HIPAA-ready centralized Loki log aggregation with encrypted log storage and audit trail access controls.
E-Commerce Flash-Sale Real-Time APM Dashboards
Real-time Datadog dashboards monitoring checkout success rates, Redis cache hit ratios, and gateway latency.
Real Estate Property Ingestion Pipeline Telemetry
Prometheus metrics tracking real-time MLS listing parser throughput and database write queues.
Logistics GPS Telemetry Service Observability
OpenTelemetry tracing across Go telemetry ingestors, Kafka topic queues, and TimescaleDB writers.
Industrial IoT Edge Gateway Telemetry Streams
Collecting CPU, RAM, and sensor data from factory Linux edge hardware via lightweight Vector agents.
Media Video Transcoding Queue APM Monitoring
Grafana dashboards tracking FFmpeg worker pool utilization, video slice processing times, and S3 errors.
Legal & Corporate Workspace Active Directory APM
Monitoring corporate Windows Server Active Directory domain controllers and Azure AD logins.
EdTech Student Platform Synthetic Probe Guards
Continuous synthetic browser testing verifying student exam submissions and video stream playback.
On-Demand Booking & Marketplace SLA Monitors
Tracking 99.99% uptime SLAs across web frontends, API controllers, worker queues, and payment gateways.
Government FedRAMP STIG Log Aggregation
Log aggregation pipelines adhering to DoD and NIST SP 800-92 computer security log management guidelines.
Observability Feature Modules
Production-ready APM feature components.
Complete list of Prometheus cores, Grafana Loki log pools, and Alertmanager incident modules included.
Prometheus Time-Series Metric Core Engine
High-throughput metric scraping engine with PromQL query evaluation and custom retention policies.
Grafana Enterprise Visualization Suite
Modern, customizable dashboards displaying real-time metrics, logs, and trace spans in unified views.
Grafana Loki & Vector Structured Log Pool
High-performance log aggregation indexing log labels without expensive full-text indexing overhead.
OpenTelemetry (OTel) Distributed Tracing
End-to-end trace span collection mapping HTTP and database calls across microservices.
Alertmanager & PagerDuty Incident Dispatcher
Automated alert routing with smart deduplication, on-call schedules, and SMS escalation policies.
Synthetic Browser & API Uptime Probes
Continuous global synthetic health probes testing critical user journeys every 60 seconds.
Sentry Error Tracking & Breadcrumb Guard
Capturing stack trace exceptions, browser state, and release markers for instant bug diagnosis.
Cost-Optimization Telemetry Sampler
Filtering noise and sampling non-critical trace spans to control Datadog and cloud APM bills.
Audit Trail & Syslog Security Event Vault
Permanent timestamp logs recording every system login, config change, and alert acknowledgement.
PostgreSQL Observability Telemetry Vault
ACID database storage logging system uptime history, incident response times, and SLA compliance.
Single Sign-On (SSO)
Integrating SAML 2.0 and Azure AD for secure corporate Grafana and Datadog console logins.
Automated Monthly Observability & SLA Reports
Cron-scheduled dispatches detailing 99.99% uptime compliance, MTTR trends, and error budgets.
Technology & Tools
Modern APM tech stack. High throughput.
We use Prometheus, Grafana, Loki, OpenTelemetry, Datadog APM, Sentry, and PagerDuty.
Metrics & Time-Series
- Prometheus
- Grafana Enterprise
- Thanos / Cortex
- AWS CloudWatch Metrics
Log Aggregation
- Grafana Loki
- Vector Log Agent
- FluentBit / Fluentd
- Elasticsearch / Kibana
Distributed Tracing
- OpenTelemetry (OTel)
- Jaeger Tracing
- Grafana Tempo
- Zipkin
SaaS Observability & APM
- Datadog APM
- New Relic
- Sentry Error Tracking
- Dynatrace
Incident & Alerting
- Prometheus Alertmanager
- PagerDuty
- Opsgenie
- Slack & Teams Sync
Synthetics & Probes
- Datadog Synthetics
- Grafana Synthetic Monitoring
- UptimeRobot
- Blackbox Exporter
Security & Quality
Encrypted telemetry storage & PagerDuty alert trigger testing.
PII log masking rules, dashboard RBAC scopes, and synthetic probe verification.
Monitoring Security Standards
Encrypted Telemetry Data Storage
Encrypting Prometheus metrics, Loki log pools, and trace spans at rest using KMS envelope encryption.
PII Masking & Log Scrubbing Guard
Automatically scrubbing passwords, credit card numbers, and API tokens from log streams before storage.
Granular Dashboard RBAC & Org Isolation
Restricting Grafana dashboard access using team roles and folder-level permissions.
Immutable Security Audit Logs
Permanent timestamp logs recording every dashboard edit, alert mute, and user login attempt.
Isolated Multi-Region Telemetry Vault
Storing backup telemetry snapshots in air-gapped encrypted cloud buckets for disaster recovery.
QA & Reliability Verification
Alertmanager Rule Trigger & Escalation QA
Simulating artificial CPU spikes and HTTP 5xx errors to verify PagerDuty SMS alerts trigger within 60 seconds.
Prometheus Metric Scraping Throughput QA
Benchmarking Prometheus scraping performance under 500,000 active time-series metrics.
Grafana Loki Log Ingestion & Query QA
Verifying Loki log query execution times under 2 seconds across 500GB of daily log volume.
OpenTelemetry Span Context Propagation QA
Verifying trace ID propagation across HTTP headers between Node, Go, and PostgreSQL calls.
E2E Synthetic Probe Failure Alert QA
Testing synthetic browser probe alerts by simulating synthetic checkout page failures.
12-Step Lifecycle
Proven APM monitoring methodology.
From observability audit to Prometheus setup, Vector Loki logs, OpenTelemetry SDKs, PagerDuty alerts, Sentry, sampling tuning, and SLA.
Observability Architecture & SLA Audit
Auditing application stack, logging volume, SLA goals, existing monitoring tools, and alert fatigue points.
Prometheus & Grafana Infrastructure Setup
Provisioning HA Prometheus servers, Thanos long-term storage, and central Grafana dashboard portals.
Vector & Loki Structured Log Aggregation
Deploying Vector log collection agents across servers and streaming logs to Grafana Loki.
OpenTelemetry App Instrumentation
Instrumenting frontend and backend microservices with OpenTelemetry SDKs for distributed tracing.
Alertmanager & PagerDuty Integration
Designing SLO error budget alert rules, PagerDuty on-call schedules, and Slack incident channels.
Sentry & Synthetic Probe Deployment
Connecting Sentry error tracking and configuring 60-second synthetic browser health probes.
Telemetry Sampling & Cost Optimization
Configuring log PII scrubbing filters, trace sampling rules, and S3 retention lifecycles.
24/7 SLA Maintenance & Dashboard Tuning
Delivering 99.99% observability SLAs, monthly metric audits, and on-call escalation tuning.
Industry Domain Focus
Monitoring & APM solutions built for your sector.
We translate complex system telemetry into actionable Grafana dashboards and instant PagerDuty alerts.
Enterprise B2B & SaaS
Prometheus and Grafana dashboards tracking tenant API request rates, error budgets (SLO), and database pools.
Healthcare & Life Sciences
HIPAA-ready centralized Loki log aggregation with encrypted log storage and audit trail access controls.
FinTech & Financial Services
SOC 2 Type II compliant Datadog APM with cryptographically signed immutable log archiving and PagerDuty sync.
Real Estate & PropTech
Prometheus metrics tracking real-time MLS listing parser throughput and database write queues.
Logistics & Supply Chain
OpenTelemetry tracing across Go telemetry ingestors, Kafka topic queues, and TimescaleDB writers.
E-Commerce & Marketplaces
Real-time Datadog dashboards monitoring checkout success rates, Redis cache hit ratios, and gateway latency.
Related Services
Explore complementary cloud & DevOps services.
FAQ
Monitoring & Logging Setup FAQs.
Questions we get before kicking off Prometheus, Grafana, and Datadog APM observability engagements.
- Metrics (Prometheus) tell you THAT something is wrong (e.g., CPU is at 99%). Logs (Loki) tell you WHY it's wrong by capturing exact error strings. Traces (OpenTelemetry) tell you WHERE it's wrong by tracking a request's journey across microservices.
Let's build something great
Tell us your APM monitoring goals.We'll build your Grafana & Datadog observability suite.
Schedule a free APM audit with our senior DevOps engineers. Receive a Prometheus dashboard design, PagerDuty alerting blueprint, and cost optimization estimate.