A brand-monitoring agency wanted to track brand mentions and sentiment across Twitter, Reddit, and niche forums.

APIs had strict rate limits; forums required session cookies and anti-bot measures. Data needed to be enriched with sentiment scores.

✦ Collect posts mentioning target keywords

✦ Enrich with basic sentiment analysis

✦ Deliver daily CSV reports

𝐀𝐏𝐈 𝐔𝐬𝐚𝐠𝐞: Leveraged official Twitter API for tweets; fell back to scraping with Selenium for rate‑limit breaches

𝐅𝐨𝐫𝐮𝐦 𝐒𝐜𝐫𝐚𝐩𝐢𝐧𝐠: Authenticated via Selenium; scraped threads with dynamic load

𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬: Ran VADER sentiment on post text in Python; flagged high‑impact posts

𝐑𝐞𝐩𝐨𝐫𝐭𝐢𝐧𝐠: Compiled daily summaries in Pandas; output CSV

✦ Gathered 30K+ mentions daily, 95% sentiment accuracy

✦ Automated reports cut manual monitoring by 90%

✦ Helped clients respond faster to negative sentiment

Python, Tweepy, Selenium, BeautifulSoup, NLTK (VADER), Pandas

“very quick and good quality delivered”