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Container registries in 2026: revisit Harbor, Zot and CNCF Distribution before you push another image

Picture a product engineering team in Bengaluru that runs about forty microservices on Kubernetes for a B2B payments product used by NBFCs across Karnataka and Maharashtra (an invented example, not a real client).

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Schema migrations in 2026: revisit Atlas, Flyway and Liquibase before you ship another ALTER

Picture a retail SaaS company in Coimbatore that runs order management for textile wholesalers across Tamil Nadu (an invented example, not a real client).

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Change data capture in 2026: revisit Debezium, Apache Flink CDC and PeerDB before you stream another table

Picture a SaaS company in Pune that runs billing for FMCG distributors across Maharashtra (an invented example, not a real client).

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Authorization in 2026: revisit OpenFGA, SpiceDB and Cerbos before you hard-code another permission check

Picture a SaaS company in Nagpur that sells loan-origination software to cooperative banks across Vidarbha and Marathwada (an invented example, not a real client).

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LLM inference serving in 2026: revisit vLLM, SGLang and llama.cpp before you put another model behind an API

Picture a product engineering team at a mid-size SaaS in Kochi that builds support automation for Indian NBFCs (an invented example, not a real client).

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Kubernetes autoscaling in 2026: revisit Karpenter, Cluster Autoscaler and KEDA before you scale another node

Picture a mid-size ecommerce SaaS in Ahmedabad with about 2,200 active sellers (an invented example, not a real client). Its platform team of eight runs checkout, catalogue, search and about 55 other services on Kubernetes on a public cloud.

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