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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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Data quality in 2026: revisit Great Expectations, Soda Core and Elementary before you trust another dashboard number
When a dashboard loads and the chart looks clean, many teams treat the number as truth. The next habit is worse: if finance, sales and product argue about different figures, somebody opens a spreadsheet and “fixes” the number by hand for the meeting.
Read moreKubernetes cost visibility in 2026: revisit OpenCost, Kubecost and Robusta KRR before you buy another FinOps tool or add another node
When the cloud bill jumps, many teams reach for one of two habits. The first is to add another node because some pods are Pending and nobody wants an outage.
Read moreML experiment tracking in 2026: revisit MLflow, Aim and ClearML before you buy another hosted tracker seat
Many ML and LLM teams still treat a hosted experiment tracker as the adult default. A few notebook charts feel messy, someone pastes a Weights & Biases or Neptune signup link into Slack, and the team buys another seat before anyone asks where the run history, artefacts and model lineage must live.
Read moreSelf-hosted remote development in 2026: revisit Coder, DevPod and Eclipse Che before you buy another cloud IDE seat
Many teams still treat the laptop as the only place code can live. When that breaks, the next habit is to buy another managed cloud IDE seat, copy the team into a hosted workspace product, and hope the bill and the data residency story stay quiet.
Read moreSelf-hosted PaaS in 2026: revisit Coolify, Dokku and CapRover before you treat another VPS as a home-made Heroku
Many teams still treat a cheap VPS as a home-made Heroku. They SSH in, paste a docker-compose.yml, open ports by hand, renew certificates when something breaks, and promise to “clean this up later”.
Read moreLLM guardrails in 2026: revisit NeMo Guardrails, Guardrails AI and LLM Guard before you ship another chatbot without input checks
An internal chatbot can look ready after a few happy-path demos. Then someone pastes a payroll CSV into the prompt, tries a jailbreak that worked on a public model last month, or asks the bot to call a tool with a destructive argument.
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