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Python
6 May 2026 6 min

Python Type Hints: Writing Cleaner, Safer Code

What Python type hints do and do not do, shown on a small module with three hidden bugs that mypy finds before the code runs: annotating functions and variables, None and union types, generic collections, dataclasses, narrowing, and how to add hints gradually to an existing codebase.

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Python
6 May 2026 6 min

Reading and Writing CSV Files in Python

CSV looks simple until a field contains a comma, a line break or a hidden byte-order mark. Reading and writing real-world CSV with Python's csv module: why splitting on commas fails, DictReader and DictWriter, utf-8-sig, semicolon files, types, large files, and when pandas is better.

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Python
6 May 2026 6 min

Regular Expressions in Python: A Practical Guide

Regular expressions in Python for everyday jobs: extracting IDs from text, validating formats, cleaning and rewriting strings. Raw strings, search, match and fullmatch, named groups, greedy versus lazy, re.sub with a function, verbose patterns, and the pitfalls that make patterns slow or wrong.

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Python
6 May 2026 6 min

SQLAlchemy Tutorial: Databases in Python

A hands-on SQLAlchemy 2.0 tutorial on an in-memory SQLite database: defining typed models, adding and committing rows with a Session, writing select() queries, joining and aggregating, loading relationships without the N+1 query problem, and handling transactions and schema migrations.

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Azure Data Factory
6 May 2026 11 min

Building a Metadata Framework for ADF Pipelines

A control table and a ForEach copy many tables. A framework is what makes that safe to operate: configuration you can validate, a log of every load, stages that run in order, and reruns that resume instead of repeating. This guide designs each part for Azure Data Factory, with the restart logic shown working.

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Azure Data Factory
6 May 2026 9 min

Loading Data into Synapse with ADF

Loading a Synapse SQL pool row by row is slow by design. This guide explains the three load methods the Azure Data Factory Copy activity offers, the COPY statement, PolyBase and bulk insert, when a load is direct and when it needs staging, the settings for each, upserts, and the documented limits.

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