Blog
How we think about distributed data, observability spend, and governance that runs before the warehouse.
Datadog Observability Pipelines: What It Does and What It Costs
What Datadog Observability Pipelines does, how its per-GB and per-vCPU pricing works, and when processing logs at the source is the better fit. With a runnable example.
14 min readRead article
Telemetry Pipeline: How to Build One and Prove It Works
A telemetry pipeline collects, cleans, filters and routes logs, metrics and events. Build a small one with Expanso Edge and count where every record went.
11 min readRead article
Filter Noisy Logs Without Losing the Errors
A severity filter is easy to write and easy to get wrong. Test the rule against records with known outcomes before it stands between you and an incident.
6 min readRead article
INFO Isn’t the Whole Story: Log Triage with Expanso and Jev
A working log-triage demo combines deterministic processing with Jev’s contextual judgments, exact-match bypass rules, and a bounded retry path.
6 min readRead article
Remove PII From Logs Before You Export Them
Strip personal data from a log stream by selecting the fields you keep, not the ones you delete. A runnable pipeline, its synthetic input, and the exact output.
6 min readRead article
Vehicle Telemetry Data: Examples & Datasets
Vehicle telemetry data explained: real examples of the data points, where to get it from current providers, public datasets for ML, and how to control your own.
6 min readRead article
Autonomous Vehicle Data Collection: How It Works and Its Challenges
An autonomous vehicle generates about four terabytes a day. What self-driving cars collect, how much, how the data pipeline works, and why moving the data is the hard part.
7 min readRead article
What is Vehicle Telematics and How do Telematics Systems Work?
What is automotive telematics and how do telematics systems work; a clear guide to the components, the data flow, the use cases, and the modern challenge of moving the data
7 min readRead article
AI Agents in Energy: Benefits, Use Cases, and Challenges
AI agents in energy and oil & gas: the benefits, real use cases from predictive maintenance to grid optimization, the challenges, and the data foundation they need.
8 min readRead article
AI Agents in Telecom: Benefits, Use Cases, and Challenges
AI agents in telecom: the benefits, the real use cases from autonomous networks to RCA, the challenges holding teams back, and the data foundation they need.
8 min readRead article
AI Agents in Automotive: Benefits, Use Cases, and Challenges
AI agents in vehicles: the benefits, real use cases from the factory floor to the dashboard, the safety and data challenges, and the foundation they run on.
7 min readRead article
Agentic AI vs AI Agents: Key Differences & When to Use Them
Agentic AI vs AI agents, explained: how they differ in scope, autonomy, and architecture, how they work together, when to use each, and what both need to work.
7 min readRead article
AI Agent Observability: Best Practices in 2026
AI agent observability best practices for 2026: step-level tracing, OpenTelemetry GenAI conventions, evals, cost control, governance, and processing telemetry at the source
9 min readRead article
Expanso Is Now Free for Non-Commercial Use - Forever
The full Expanso engine is now free for non-commercial use, in perpetuity - research, learning, open-source, and nonprofits. Up to 10 nodes, every feature, no credit card.
2 min readRead article
Data Residency Requirements: Laws, Enforcement, and Proof
What data residency requirements actually demand in the EU, China, Russia, India, the US and more, and how to enforce and verify them in a data pipeline.
16 min readRead article
Cutting Observability Costs: 7 Cribl Alternatives for 2026
The 7 best Cribl alternatives for enterprises in 2026, compared by scope, where processing runs, governance, and pricing model, with an honest look at fit.
9 min readRead article
Data Sovereignty: What It Is and How to Keep Control
Data sovereignty decides whose law governs your data and who can reach it. How it differs from residency and localization, and how to keep control edge to cloud.
16 min readRead article
Looking for a Datadog Alternative? Here's What Actually Cuts Observability Costs
Honest comparison of Datadog alternatives including platform replacement, open-source stacks, and upstream filtering. Real numbers from production deployments.
18 min readRead article
Data Compliance: What It Is, Why It Matters, and How to Automate It
Learn what data compliance means, which regulations apply, where enforcement breaks down, and how to automate compliance at the data source.
18 min readRead article
What Is Telemetry Data? Types, Collection Methods, and Processing at Scale
Learn what telemetry data is, the four types (logs, metrics, traces, events), collection methods, and how to build a telemetry pipeline that scales without breaking budgets.
16 min readRead article
Data Governance vs. Data Management: A Clear Comparison in 2026
Reveal the real difference between governance, management, and strategy - plus how to align them to actually control and use your data effectively.
34 min readRead article
Top 5 Data Extraction Tools for Enterprises in 2026
Compare the top 5 data extraction tools for enterprises in 2026: where each one extracts data, what it costs, and which fits structured, document, or edge sources.
10 min readRead article
SIEM Cost Comparison: Why Your Bill Keeps Growing and How to Fix It
Compare SIEM costs across Splunk, Elastic, Microsoft Sentinel, Datadog, and CrowdStrike. Learn why switching vendors won't fix costs and what actually works.
14 min readRead article
Top 8 Data Governance Tools for Enterprises in 2026
Discover the best data governance tool & solutions for your enterprise, the most scalable platforms for global companies, and expert tips for secure, reliable management.
42 min readRead article
Matillion Alternatives: 7 Tools and Where Each One Fits
The 7 best Matillion alternatives for enterprises in 2026, compared by where transformation runs, how each one prices, and what reaches the warehouse.
9 min readRead article
What Is an Observability Pipeline? Architecture, Tools, and When You Need One
Learn what an observability pipeline is, how it reduces telemetry costs by 40-70%, and when your organization needs one between data sources and platforms.
20 min readRead article
6 Top Principles of Effective Data Governance: 2026 Guide
A practical guide to data governance principles, standards, and how they translate into effective policies and practices.
36 min readRead article
Beyond Qlik: 7 Analytics and Integration Alternatives for 2026
The best Qlik alternatives for enterprises in 2026, split by what you actually use Qlik for: analytics and BI, and the data integration layer underneath.
8 min readRead article
What Is a Distributed Computing System? Definition, Examples & Use Cases
Learn what distributed computing is, how it operates, and why it's essential for building fast, reliable, and scalable applications.
36 min readRead article
How to Reduce Splunk Costs Without Losing Visibility
Seven proven techniques to cut Splunk costs by 50-70% while keeping full security and operational visibility. Real numbers from production deployments.
21 min readRead article
Data Pipeline Tools: 12 Compared, and How to Choose (2026)
Compare 12 data pipeline tools by the job they do, with selection criteria, where each fits, pricing models and a first pipeline you can run locally.
15 min readRead article
GDPR Compliant Data Storage: An Enterprise Guide
How to design GDPR-compliant file storage, document systems, and data warehouse infrastructure with practical steps for security, access control, and scalable compliance.
15 min readRead article
Replacing Informatica: 7 Modern Data Integration Tools
The 7 best Informatica alternatives for enterprises in 2026, compared by deployment, governance, and cost, as PowerCenter's end of support forces the decision.
9 min readRead article
5 Powerful Examples of Distributed Computing
See examples of distributed computing at work and how they solve business problems traditional systems never can
26 min readRead article
How Expanso Cloud Runs: Kubernetes, Cell-Based Architecture, and Practicing What We Preach
How we re-architected Expanso Cloud with cell-based Kubernetes clusters, custom operators, and sub-10-second orchestrator provisioning - and why we run on the same infrastructure we recommend to customers.
7 min readRead article
Splunk Edge Processor vs Upstream Data Control: A Practical Comparison
Compare Splunk Edge Processor with upstream data control for filtering, routing, and cost optimization across multi-backend observability architectures.
15 min readRead article
What Is Data Orchestration? Definition, Tools, and How It Works
Learn what data orchestration is, how it differs from ETL and integration, compare top tools like Airflow, Dagster, and Prefect, and see how distributed orchestration works.
15 min readRead article
Big Data Governance: A 2026 Guide to Controlling Your Data
Learn how to implement effective big data governance with proven strategies, tools, frameworks, and best practices to ensure data quality, security, and compliance
15 min readRead article
7 Airbyte Alternatives, Compared by Where Your Data Syncs
The 7 best Airbyte alternatives for enterprises in 2026, compared by deployment, maintenance burden, real-time support, and which fits your team.
8 min readRead article
Distributed Systems: Weighing the Advantages & Disadvantages
Discover the pros and cons of distributed computing and how it compares to more traditional, centralized networks
30 min readRead article
Edge Computing in IoT: How It Works and Real Deployments
Learn how edge computing transforms IoT deployments with real production numbers from telecom, automotive, smart cities, and conservation use cases.
19 min readRead article
Private Expanso Control Planes on Kubernetes: Design-Partner Preview
Managed Expanso Cloud is generally available. Private Kubernetes control planes are a qualified design-partner preview, not a self-service offering.
4 min readRead article
Splunk Architecture Explained: Components, Data Flow, and Optimization
A complete guide to Splunk architecture covering forwarders, indexers, search heads, and the upstream filtering layer that determines cost and performance.
26 min readRead article
Your AI Agents Are Running Naked
AI agents are being deployed with raw database credentials, API keys, and full file access. Learn why putting a secure infrastructure layer between your agents and your data improves both security and performance.
6 min readRead article
We Made a Black Friday Page Because Everyone Else Has One
Enterprise software meets retail theater. We created a Black Friday pricing page with doorbusters, urgency, and festive banners. The prices are exactly the same.
3 min readRead article
Your Bronze Tier is a Toxic Waste Dump
The Medallion architecture's Bronze tier has become a data landfill. Learn why 68% of enterprise data goes unused, why your best engineers are quitting, and how to fix it with upstream processing.
7 min readRead article
Data Governance in Big Data: A Practical Guide
Get practical tips on data governance in big data, including key strategies, tools, and best practices to keep your data accurate, secure, and compliant.
4 min readRead article
Moving Off Fivetran? 7 Alternatives Worth Weighing in 2026
The top 7 Fivetran alternatives for enterprises in 2026, compared by pricing model, deployment, and the one question that decides which fits your data.
8 min readRead article
What Is Cluster Computing and How It Works: A Guide
Understand what is cluster computing in Cloud computing, and its benefits, types, and how to build a reliable system.
24 min readRead article
Expanso Brings Data Processing to the Edge
Expanso helps enterprises cut costs and boost agility by processing data at the edge, turning IoT and cloud workloads into real business value.
1 min readRead article
Smart Log Monitoring for Your Distributed Kubernetes Clusters
Learn how to manage Kubernetes logs across distributed deployments without the bandwidth costs. Process logs at the source and send only what matters.
4 min readRead article
Splunk Pricing in 2026: The Real Cost and How to Control It
How Splunk pricing works in 2026: ingest, workload, activity-based and entity models, published list prices per GB/day, and a worked cost example.
14 min readRead article
Expanso and Chainguard Join Forces to Deliver Secure Distributed Data Pipelines
Expanso partners with Chainguard to bring secure-by-default container infrastructure to distributed data pipelines, combining intelligent data processing with hardened, vulnerability-free builds.
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