Read stories from our Forward Deployed Engineers.

Engineering Blog

Trusted by platform engineering teams

Latest

More Posts

The AI Coding Paradox: Why More Code Doesn't Mean Better Software
By Birger HalfmeierApr 16, 202617 min read

The AI Coding Paradox: Why More Code Doesn't Mean Better Software

AI coding tools deliver real productivity gains, but don't necessarily improve software quality or organizational learning—a gap worth understanding.

The Engineering Guide to Amazon Bedrock Cost Optimization
By Paul O'BrienApr 16, 202616 min read

The Engineering Guide to Amazon Bedrock Cost Optimization

Five proven strategies that compound to 60-80% savings on Amazon Bedrock costs, including batch inference, prompt caching, and model routing.

Stop Node Hunting: How Kubernetes DRA Simplifies GPU Scheduling for AI Workloads
By Chimbu ChinnaduraiApr 7, 20266 min read

Stop Node Hunting: How Kubernetes DRA Simplifies GPU Scheduling for AI Workloads

Kubernetes DRA eliminates manual GPU node hunting by introducing intelligent, request-based allocation for complex AI workloads with mixed hardware requirements.

Amazon Bedrock Pricing: A CloudOps Guide to Managing AI Costs
By Josh PalmerApr 2, 202613 min read

Amazon Bedrock Pricing: A CloudOps Guide to Managing AI Costs

Understand Amazon Bedrock's pricing models, calculate token costs, and apply CloudOps strategies to control AI spend before it scales beyond your budget.

Databricks Pricing Explained: DBUs, Tiers, and Cost Control
By Josh PalmerMar 26, 202613 min read

Databricks Pricing Explained: DBUs, Tiers, and Cost Control

Understand how Databricks pricing works, what drives DBU costs, and how CloudOps teams can forecast and control Databricks spend without slowing down data workloads.

What Are Cloud Infrastructure Services? A CloudOps Guide
By Josh PalmerMar 23, 202610 min read

What Are Cloud Infrastructure Services? A CloudOps Guide

Cloud infrastructure services give CloudOps teams the compute, storage, and networking primitives that power every workload. Learn how to evaluate providers, govern costs, and build operational discipline across AWS, Azure, and GCP

Cloud Storage Cost Optimization for Multi-Cloud Teams (2026)
By Josh PalmerMar 23, 202611 min read

Cloud Storage Cost Optimization for Multi-Cloud Teams (2026)

Egress fees, API charges, and storage class transitions drive most cloud storage overspend. Learn how AWS, Azure, and Google Cloud pricing compares and which strategies actually cut costs.

Cloud Cost Management: A CloudOps Practitioner's Guide
By Josh PalmerMar 23, 20269 min read

Cloud Cost Management: A CloudOps Practitioner's Guide

A practical guide to cloud cost management for CloudOps teams: real-time visibility, rightsizing, automated policy enforcement, and how to choose tools that drive outcomes

GKE Native Support for Custom Metrics: Smarter Autoscaling Beyond CPU and Memory
By Chimbu ChinnaduraiMar 19, 20265 min read

GKE Native Support for Custom Metrics: Smarter Autoscaling Beyond CPU and Memory

Modern cloud-native applications rarely scale perfectly using CPU or memory metrics alone. Many workloads are driven by signals like…

Cloud Service Providers: A CloudOps Evaluation Guide
By Josh PalmerMar 16, 202615 min read

Cloud Service Providers: A CloudOps Evaluation Guide

A practical guide for CloudOps teams on evaluating cloud service providers, AWS, Google Cloud, Azure, and beyond, for reliability, cost efficiency, and operational fit.

The CloudOps Guide to Cloud Computing Service Models
By Josh PalmerMar 14, 202618 min read

The CloudOps Guide to Cloud Computing Service Models

A practical guide to the core services of cloud computing for CloudOps teams, compute, storage, networking, databases, IaaS, PaaS, and SaaS across AWS, GCP, and Azure