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Engineering Insights & Stories
Deep dives into platform engineering, DevOps best practices, and lessons from the field.
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Facets Cloud Named in 2026 Gartner® Market Guide for AI Assistants for Infrastructure as Code
AI writes features in hours. Infrastructure still takes weeks. Gartner® inaugural Market Guide for AI Assistants for IaC names Facets Cloud for its Facets Intelligence (Praxis) as a Representative Vendor. Here's what changed and why it matters.

People-Led vs Facets-Led Cloud Migrations
People-led vs Facets-led: a phase-by-phase comparison of how cloud migrations are run today — from assessment and discovery to landing zone creation to go-live — and what changes when the platform drives it.
The Quiet $1M Leak in Your Engineering Org
The costs are visible. The potential savings hiding inside them aren't. Three calculations — grounded in DORA research — make them obvious.
Runtime Behavioral Nudging for Large Language Model Agents
A comprehensive framework for dynamic behavioral guidance in LLM agents through invisible context injection. Learn how runtime nudging enables just-in-time behavioral guidance without modifying user input or restricting agent capabilities.
OCI...The Next Standard for AI Infrastructure?
Explore why OCI is emerging as the winning standard for AI/ML artifacts and how standardization is bringing order to the fragmented MLOps landscape with Görkem Ercan, CTO at Jozu
Infrastructure Platform Engineering: Facets Mentioned in Gartner's Reference Architecture Brief
Gartner’s Reference Architecture Brief: Infrastructure Platform Engineering named Facets Cloud in its Catalog access section.
AI DevOps Reality: Field Report from the Enterprise Trenches
Understand the real-world impact of AI in DevOps with AWS Senior Container Specialist, Sanjeev Ganjihal
Unifying Your Toolchain: Introducing the Facets Orchestration Platform
Learn how an infrastructure orchestrator allows platform engineers to become enablers, enabling developers to self-service.
Mastering Cloud Interoperability with Cloud-agnostic Blueprints
Leverage Cloud Interoperability for seamless cloud migration between AWS, Azure, GCP - automated documentation, zero downtime, consistent environments, enabling agile multi-cloud strategies.
Unifying Your Software Delivery Lifecycle (SDLC): The Power of Blueprints
Learn how blueprints, a declarative representation of your entire application architecture can replace the fragmented approach by providing a single source of truth for all elements of your software product
When AI Writes Code, Who Writes the Guardrails: Addressing AI Security Risks
Learn about the security risks when building AI-powered products, including prompt injection, common vulnerabilities, and architectural pitfalls.
From APIs to MCPs: Rethinking the Interface Between LLMs and Infrastructure
When should you build an MCP (Model Context Protocol) server? Get practical insights, real examples, and decision criteria for seamless LLM-tool integration.
Rethinking Kubernetes Fleet Management: From Central Control to Platform Engineering
Managing multiple Kubernetes clusters? Learn how platform engineering approaches solve fleet management challenges by balancing team autonomy with standardized automation.
Eliminating Terraform's Hidden Tax
Eliminating Terraform's Hidden Tax - insights and best practices from the Facets engineering team.
The DevOps AI Balancing Act: Insights from the Trenches
From fragile YAMLs to LLM-powered workflows. ChatOps risks, Terraform with CDK, infra guardrails, shifting DevOps roles, and the future of AI-native platforms.
Beyond Terraform Modules: Infrastructure Design by Contract
Beyond Terraform Modules: Infrastructure Design by Contract - insights and best practices from the Facets engineering team.