600+ Free Guides

IT Career Guides & Free Resources

Expert roadmaps, tutorials, salary guides and interview prep across Data Science, Generative AI, Python, Cloud & Analytics β€” written by GloryTecks trainers in Hyderabad.

All articles

Python
6 May 2026 6 min

Python Logging: A Practical Setup for Real Projects

A logging setup you can copy into a real project: why logging beats print, how loggers, handlers and levels fit together, one dictConfig that writes readable console output and a rotating log file, logging exceptions with tracebacks, adding request IDs, and keeping secrets out of logs.

GloryTecks Team
Read
Python
6 May 2026 6 min

Python Memory Management and Garbage Collection

How CPython decides when memory is freed: names and references, reference counting, the garbage collector that cleans up reference cycles, weak references, measuring memory with tracemalloc, trimming objects with __slots__, and the everyday patterns that make programs grow without limit.

GloryTecks Team
Read
Azure Data Factory
6 May 2026 6 min

Lookup and Get Metadata Activities in ADF

Lookup and Get Metadata are how an Azure Data Factory pipeline finds things out before it acts. This guide explains what each returns, the shape of their outputs, the documented limits of 5000 rows and 4 MB, and the patterns they enable: a loop driven by a control table, a watermark, a file check and a folder listing.

GloryTecks Team
Read
MLOps
6 May 2026 8 min

Deploying ML Models on AWS, Azure and GCP

AWS, Azure and Google Cloud all host models behind managed endpoints, but each expects a different serving contract. This guide runs one real model behind all three contracts locally, including Microsoft's own inference server, and shows what changes between clouds and what should stay exactly the same.

GloryTecks Team
Read
Python
6 May 2026 6 min

Python String Methods Every Developer Should Know

The string methods behind most real text work in Python, grouped by job (cleaning, splitting and joining, searching, comparing, checking) with the traps: strip removing characters rather than a suffix, split() versus split(' '), casefold, and why isdigit accepts characters int() rejects.

GloryTecks Team
Read
Azure Data Factory
6 May 2026 10 min

ADF Logging and Auditing for Compliance

An audit asks four things of a data pipeline: what ran, who changed it, what data moved and who had access. This guide maps each question to the record Azure Data Factory can produce, its retention, and the settings that must be on before the evidence exists, with a session log analysed as an example.

GloryTecks Team
Read