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Pragmatic Functional Programming

I am not passionate about functional programming for its own sake. I am passionate about readability and clean code, and functional programming is a tool to help get there. I take a pragmatic approach: functional programming should be a tool in your toolbox, and you should be ready to use when it makes your life easier. At the same time, I don’t feel a rush to Pure Function and Immutable All The Things. I like languages that support functional programming but don’t strictly require it.

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Comparing PostgreSQL json_agg and Spark collect_list

In PostgreSQL, you can convert child records to look like a nested collection of objects on the parent record. This is useful if you want to convert a relational-style parent-child model into a document style, with the child records represented as a composite within the parent document.

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Don't Redux All The Things

Redux is a library and a pattern for managing state in front-end applications. It is typically associated with React but it can be used with other frameworks as well. Instead of directly modifying state, components dispatch actions, which are then handled by reducers. Reducers take current (immutable) state plus the action to produce a new state. The new state is then wired into React component properties, which triggers re-rendering. This interaction is shown in the diagram below:

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Multiple teams, one codebase

When multiple (small, agile) teams are working on the same codebase, it can be tempting to create a branch for each team so they can work in isolation without impacting each other. Don’t do it. Teams working in isolated branches may appear to make faster progress, but it is an illusion–in reality, work in an isolated branch can’t be delivered without getting through some big scary merge in the future. The hard work of integration is just being kicked down the road and gets harder the longer it waits. There is no substitute for coordination and communication.

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SSIS data flow vs. insert-select

To transform data within a single SQL Server, with source and target data in the same database, it is probably faster to use an INSERT statement than a SSIS data flow task.

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