Market Tracker · Fintech · Data

A daily market scanner that finds and tracks overreactions

An automated pipeline that scans Indian equities after market close, flags abnormal news-driven falls and reports a ranked shortlist to Telegram.

Client

Market Tracker

Sector

Fintech · Data

Year

2026

Services

Data automation, Alerts

scanner · daily report · 15:45 IST

AURO · dailyrebounding +56% of gap

Symbol	Move	Abnormal	Score
AURO	-11.4%	3.2σ	92
DELTA	-8.9%	2.7σ	81
KPIT	-7.1%	2.4σ	74
NAVA	-9.8%	2.2σ	66

Daily

Fully automated run

Hours → 0

Manual screening

100%

Replayable runs

The challenge

Spotting stocks that fell far more than the news justified meant hours of manual screening every evening.

What we built

01Daily batch ingestion of exchange data with strict validation and loud failures — no silent gaps.
02Scoring that filters for abnormal moves, news content and real tradability.
03A ranked shortlist delivered to Telegram, with each candidate tracked until the thesis resolves.
04Idempotent stages, so every run can be replayed and audited.

Stack

PythonPostgresTelegram APIPandasCron

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