Shivam Malani

Collect structured job listings across queries and locations using Oxylabs or SerpApi, plus a free Selenium fallback for small runs.

Use Python’s built‑in venv to isolate project dependencies on Windows, macOS, and Linux.

Create a repeatable pandas pipeline in Jupyter to load, clean, analyze, and visualize data from databases or files.

Extract structured product, search, offer, and review data to JSON with geotargeting, scheduling, and anti-bot handling.

Learn the basics of buying a ticket, choosing numbers, and checking results—plus how Power Play and Double Play work.

Use simple, practical checks to decide which Google flagship fits your needs, budget, and daily habits.

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