Technical guidance for observability, search and platform decisions

SAB Consulting publishes practical analysis for engineering and technology leaders responsible for observability cost, Elasticsearch and OpenSearch, Kubernetes telemetry, OpenTelemetry and production AI search.

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Observability FinOps: How to Allocate Costs by Team, Service and Environment

How to build observability cost attribution that works: stable identity, ownership above the vendors, shared and unattributed cost, and showback before chargeback.

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Observability Cost Optimization: Where Your Logs, Metrics and Traces Budget Actually Goes

The three economic layers behind every observability bill — telemetry generation, platform consumption and operating cost — and the order of operations for reducing them safely.

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Splunk to Datadog, Elastic, or OpenSearch: Migration Cost and Architecture Trade-Offs

A vendor-neutral decision framework for evaluating whether to optimize, partially exit or replace Splunk.

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Datadog Bill Too High? 12 Configuration Mistakes That Inflate Observability Costs

A practical review of the configuration and governance patterns that cause Datadog spend to grow faster than expected.

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How to Audit Datadog Costs Before Your Next Renewal

The usage, contract, telemetry and architecture evidence required to prepare a credible renewal decision.

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Datadog Custom Metrics and Cardinality: How Costs Grow

Why labels and dimensions can create rapid metrics growth, and how to reduce cardinality without losing operational value.

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Datadog Logs Pricing: Ingestion, Indexing and Retention Explained

A clear framework for understanding the different stages of log cost and the technical choices that influence them.

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Datadog vs OpenSearch: A Practical TCO Comparison

How to compare software, infrastructure, storage, engineering effort, reliability and migration cost instead of comparing list prices alone.

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Should You Optimize Datadog or Migrate? A Decision Framework

A structured way to compare optimization, hybrid architecture and migration based on cost, risk, capacity and time to value.

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How to Run a Parallel Observability Migration Without a Big-Bang Cutover

The architecture, validation, data, alerting and rollback principles required for a controlled transition.

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OpenSearch vs Elasticsearch for Observability: Cost, Licensing, Performance and Migration Risk

A vendor-neutral decision framework across four operating models — with interactive scorecard, three-year TCO and risk-adjusted TCO calculators.

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How Kubernetes Labels and Container Churn Increase Observability Costs

Why dynamic workloads create telemetry growth and how platform teams can improve collection, allocation and governance.

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OpenTelemetry Cost Optimization: Filtering, Sampling and Routing Before Ingestion

How OpenTelemetry can improve control over telemetry volume when processors, pipelines and operating ownership are designed correctly.

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Need guidance on a specific platform challenge?

SAB Consulting helps engineering organizations structure observability, search and platform decisions with evidence-based analysis.