Expert insights on software development, cloud architecture, technical consulting, and digital transformation from Koalabs.https://koalabs.dev/en-ushttps://koalabs.dev/blog/how-we-cut-meridian-pay-incidents-80-percent/https://koalabs.dev/blog/how-we-cut-meridian-pay-incidents-80-percent/A fintech in Austin was waking up to PagerDuty alerts every night. In 11 weeks we rebuilt their payment pipeline and cut incidents by 80%.Tue, 18 Aug 2026 00:00:00 GMTincident responsereliability engineeringPagerDuty fatiguepayment pipelineobservabilityincident reductionfintech reliabilityroot cause analysisKoalabs Teamhttps://koalabs.dev/blog/cutting-kubernetes-cloud-costs-35-with-these-tweaks/https://koalabs.dev/blog/cutting-kubernetes-cloud-costs-35-with-these-tweaks/Most Kubernetes cost-cutting guides tell you to right-size your pods and use spot instances. You've heard this. You've probably done it. And you're still overp…Sun, 26 Apr 2026 00:00:00 GMTKubernetes cost optimizationcluster autoscaler tuningreduce cloud spendingpod resource right-sizingKubernetes resource requestsnode utilization efficiencypod disruption budget optimizationnamespace resource quotascloud cost reduction strategiesKoalabs Teamhttps://koalabs.dev/blog/the-hidden-overhead-of-kubernetes-for-small-engineering-teams/https://koalabs.dev/blog/the-hidden-overhead-of-kubernetes-for-small-engineering-teams/Kubernetes has become the default answer to container orchestration. When senior engineers discuss deployment strategies, the conversation often gravitates tow…Mon, 20 Apr 2026 00:00:00 GMTKubernetes small team challengescontainer orchestration alternativesDevOps cognitive loadengineering team infrastructure overheadKubernetes vs managed servicesstartup deployment strategyover-engineering infrastructure costsplatform engineering trade-offsKubernetes hiring constraintsright-sizing container orchestrationKoalabs Teamhttps://koalabs.dev/blog/build-vs-buy-evaluating-llm-platforms-for-enterprise-scale/https://koalabs.dev/blog/build-vs-buy-evaluating-llm-platforms-for-enterprise-scale/The decision to build or buy your LLM infrastructure isn't a technology choice—it's a bet on where your competitive advantage lives. Get it wrong, and you'll e…Sat, 18 Apr 2026 00:00:00 GMTLLM platform evaluationBuild vs buy AI infrastructureEnterprise LLM deployment costsSelf-hosted AI complianceLLM infrastructure decision frameworkAI platform total cost ownershipWhen to build custom LLMEnterprise AI scalabilityLLM vendor lock-in risksHybrid AI infrastructure strategyKoalabs Teamhttps://koalabs.dev/blog/the-platform-team-anti-patterns-we-learned-the-expensive-way/https://koalabs.dev/blog/the-platform-team-anti-patterns-we-learned-the-expensive-way/Platform engineering has become the default answer to developer productivity problems. Build an internal developer platform, the thinking goes, and your applic…Thu, 16 Apr 2026 00:00:00 GMTplatform engineering anti-patternsinternal developer platform adoptiondeveloper productivity bottlenecksplatform team failure modesKubernetes abstraction pitfallsdeveloper experience optimizationinfrastructure governance overheadself-service developer platformsengineering organization scalingplatform team ROIKoalabs Teamhttps://koalabs.dev/blog/migrating-to-custom-observability-6-months-of-pain-then-payoff/https://koalabs.dev/blog/migrating-to-custom-observability-6-months-of-pain-then-payoff/We hit $47,000/month on our observability stack before someone finally asked the obvious question: what exactly are we paying for?Wed, 15 Apr 2026 00:00:00 GMTDatadog cost reductionOpenTelemetry migration guideClickHouse log storageobservability stack self-hostedVictoriaMetrics vs Prometheustail-based trace samplingreducing observability costsbuild vs buy observabilityhigh cardinality metrics problemVector log processingKoalabs Teamhttps://koalabs.dev/blog/rethinking-microservices-when-monoliths-win-for-rapid-enterprise-iteration/https://koalabs.dev/blog/rethinking-microservices-when-monoliths-win-for-rapid-enterprise-iteration/The microservices playbook has become enterprise gospel. Split everything. Deploy independently. Scale infinitely. The architecture diagrams look elegant, the c…Mon, 06 Apr 2026 00:00:00 GMTmicroservices vs monolith decisionmodular monolith architectureenterprise iteration speeddistributed systems complexitysoftware architecture tradeoffspremature optimization costmonolith-first developmentservice decomposition timingtechnical debt reductionstartup architecture strategyKoalabs Teamhttps://koalabs.dev/blog/postgres-can-do-that-features-youre-paying-other-tools-to-replicate/https://koalabs.dev/blog/postgres-can-do-that-features-youre-paying-other-tools-to-replicate/Your stack probably includes Redis for caching, Elasticsearch for search, a separate job queue, maybe a time-series database. Each adds operational overhead, sy…Thu, 02 Apr 2026 00:00:00 GMTPostgres full-text searchReplace Elasticsearch with PostgresLISTEN NOTIFY pub/subJSONB vs MongoDBReduce database infrastructure costsPostgres time-series dataSimplify tech stack architectureDatabase consolidation strategyPostgres hidden featuresAvoid multi-database complexityKoalabs Teamhttps://koalabs.dev/blog/choosing-boring-technology-in-2025-a-decision-framework-for-technical-founders/https://koalabs.dev/blog/choosing-boring-technology-in-2025-a-decision-framework-for-technical-founders/Dan McKinley's "Choose Boring Technology" essay turned ten this year. Its core insight-that every technology choice depletes a finite innovation budget-remains true in 2026.Tue, 31 Mar 2026 00:00:00 GMTboring technology stackstartup technology decisionsPostgreSQL for startupstechnical debt preventioninnovation token frameworkengineering team scalabilityB2B software architecturetechnology migration riskfounder infrastructure choicesproven tech vs new techKoalabs Teamhttps://koalabs.dev/blog/how-to-choose-the-right-software-development-partner/https://koalabs.dev/blog/how-to-choose-the-right-software-development-partner/Selecting the right software development partner is one of the most critical decisions a business can make. Learn the key criteria, red flags to avoid, and questions to ask before signing any contract.Tue, 31 Mar 2026 00:00:00 GMTSoftware DevelopmentTechnical ConsultingBusiness StrategyOutsourcingKoalabs Team