Market Data Quality for Trading Systems
Missing candles, bad ticks, unadjusted prices and holiday calendars. The failures that make a backtest lie and a live system act on a number that was never real.
Practical, expert-written guides on algorithmic trading with Python, Demat accounts, F&O strategies, taxation, and everything else Indian traders care about.
Missing candles, bad ticks, unadjusted prices and holiday calendars. The failures that make a backtest lie and a live system act on a number that was never real.
Most live trading bugs are not in the strategy. They are in assuming an order that was placed was filled. What to handle, and why state must come from the broker.
Telling an ordinary drawdown from genuine decay is the hardest judgement in systematic trading. What the evidence looks like, and why the rule must be written first.
Swing trading in India: what the holding period changes, overnight gap risk, the cost advantage over intraday, and what a tested swing system needs.
Intraday trading in India: the cost arithmetic against small moves, why noise dominates short timeframes, and what an intraday system must handle to be viable.
How to structure a retail algo trading system: the five layers, what belongs in each, why the strategy should be the smallest part, and what to build first.
Python vs Pine Script vs AmiBroker for Indian traders: what each is actually built for, where each stops, and which one your situation calls for.
Choosing a VPS for algo trading in India: why the static IP decides it, how little CPU you need, where to host, and what a realistic monthly cost looks like.
How the daily access token works with Kite Connect, why the browser step exists, how TOTP-based brokers differ, and the security trade-off you are accepting.
How to judge an algo trading course in India: the four kinds that exist, the criteria that matter, the red flags, and an upfront note that we sell one of them.
Placing orders with Kite Connect in Python: order types and products, modifying and cancelling, partial fills, rejections, retries and safe restarts.
Is algo trading legal in India? Yes for retail traders automating their own account. Here is what is regulated, what needs registration, and what crosses a line.