Showing Post From Architecture

Infrastructure 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.

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Data 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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Stream processing in 2026: revisit Apache Flink, RisingWave and Arroyo before you write another consumer that keeps state

Most teams that use Kafka have at least one consumer that does more than it should. It started as a simple loop that read events and wrote them somewhere.

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Data ingestion in 2026: revisit Airbyte, Meltano and dlt before you write another extract script

Almost every data team has a folder of extract scripts. One pulls orders from the shop platform every night, one reads the payment gateway’s settlement API, one copies a few tables from the ERP database, and one downloads a CSV that somebody uploads to a shared drive.

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Graph databases in 2026: revisit Neo4j Community, Memgraph and Apache AGE before you model another relationship in SQL joins

Most teams do not decide to adopt a graph database. They arrive at it through a query. Somebody asks “which customers are connected to that blocked customer through a shared phone number, bank account or address?

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Internal tool builders in 2026: revisit Appsmith, ToolJet and Budibase before you build another admin panel

Every growing company ends up with a second, quieter product: the screens its own staff use. Support needs to look up an order and resend an invoice.

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