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Redis, Valkey, or Dragonfly: revisit the choice before you treat them as the same cache
If your service already uses Redis, the name on the port has not changed. The product behind that name has. Treating Redis, Valkey, and Dragonfly as three labels for one cache is the habit worth unlearning.
Read moreMongoDB 8.0 Performance is 36% higher, but there is a catch…
TLDR: If your app is performance critical, think twice, thrice before upgrading to MongoDB 7.0 and 8.0. Here is why…
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Infrastructure access in 2026: revisit Teleport, Boundary and Warpgate before you hand out another SSH key
Every engineering team has an access story it does not like to tell. A new developer joins, and someone appends her public key to authorized_keys on fourteen servers by hand.
Read moreBare-metal load balancers for Kubernetes in 2026: revisit MetalLB, kube-vip and Cilium LB IPAM before you expose another Service
On a cloud cluster, you write type: LoadBalancer in a Service and a minute later an IP address appears. On your own servers, the same line gives you a Service that sits in <pending> forever.
Read moreDistributed coordination in 2026: revisit etcd, ZooKeeper and Consul before you write another leader election
Most teams do not decide to build a distributed coordination system. It creeps in. A scheduled job runs on one VM.
Read moreAI gateways in 2026: revisit LiteLLM, Bifrost and Agent Router before you put another model API key in application code
Most teams did not plan their first AI gateway. It arrived as a side effect. One service called a hosted model with a key from an environment variable.
Read moreInfrastructure monitoring in 2026: revisit Zabbix, Checkmk and Netdata before you add another host to your monitoring
In most Indian companies, monitoring starts with a person, not a tool. Somebody in the IT team logs in to the file server every morning, checks the disk, looks at the UPS panel, pings the branch router, and goes back to work.
Read moreData transformation in 2026: revisit dbt Core v1, dbt v2 and SQLMesh before you write another SQL model
Almost every reporting database has a folder of SQL that nobody fully owns. It starts with one view for daily sales.
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