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KNOWLEDGE CENTERPLATFORMData Integrity & Session Dynamics: Understanding Live Feeds and Off-Hours Session States
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PREREQUISITES:What Moves MarketsFirst Day Inside Arkenwell

Data Integrity & Session Dynamics: Understanding Live Feeds and Off-Hours Session States

Understanding market session states: exchange trading hours (09:15–15:30 IST), feed health scores, latency telemetry, and why 'LAST SESSION' off-hours display is mathematically accurate.

14 MIN READ/ 22 MIN STUDYArkenwell Research

01. Zero-Synthetic-Data Commitment

In financial software, a disturbing trend is the presentation of synthetic, simulated, or interpolated numbers when real exchange feeds are offline. Some platforms show moving charts on weekends or fake live order books after market close.
Arkenwell operates on an unshakeable professional foundation: we never fabricate market data. If an exchange feed is closed or a value is unavailable, we surface that reality transparently. A signal field present on only some sessions is more dangerous than one absent entirely.

02. Exchange Operating Hours & Session Lifecycle

The National Stock Exchange of India (NSE) operates under four distinct daily phases (all times Indian Standard Time - IST):
09:00 – 09:08: Pre-market order matching auction discovered at single equilibrium price.
09:08 – 09:15: Pre-market order freeze and transition window.
09:15 – 15:30: Continuous live market trading for cash equities, index futures, and options.
15:40 – 16:00: Post-market closing auction session; official closing prices determined via volume-weighted average (VWAP) across the final 30 minutes.

03. Interpreting Feed Status Indicators

The terminal's header and Data Status desk display four explicit feed status badges:
LIVE (Green): The exchange is actively trading; real-time binary tick streams are connected with sub-tick latency.
DELAYED (Amber): Connection latency exceeds baseline threshold or a fallback feed is serving quotes.
LAST SESSION (Blue): The exchange is closed for the trading day, weekend, or national holiday. The terminal holds and displays verified final settlement data from the most recent active session.
UNAVAILABLE (Red): The upstream exchange feed is unreachable. The terminal explicitly displays a dash ('—') rather than inventing numbers.

04. Why 'LAST SESSION' Display is Mathematically Proper

A frequent question from new users visiting the terminal at 20:00 IST or on Sunday is: *'Why is my data not ticking?'*
When the exchange matching engine halts at 15:30 IST, there are zero trades occurring in the market. Simulating moving numbers off-hours would be fraudulent. Holding the last session's final settlement prices, open interest totals, and closing Greeks is the mathematically correct behavior, allowing traders to perform calm post-market analysis without corrupted data.

05. Feed Health Scores & Latency Telemetry

The terminal runs an automated health auditor that calculates a continuous 0–100 Data Health Score:
In active market hours, the score evaluates packet arrival frequency and latency against sub-tick baselines.
Off-market hours, the health score measures whether complete historical settlement files are loaded and uncorrupted, awarding 100% health for intact session records.

06. Timestamp Monotonicity & Packet Ordering

In high-speed binary streaming, network packets can occasionally arrive out of order across public internet hops. Arkenwell enforces strict Timestamp Monotonicity:
Every tick is verified against the previous packet timestamp.
If a delayed packet arrives with an older timestamp, the pipeline drops it immediately, guaranteeing the terminal never renders a stale past tick on top of a fresher one.

07. Weekend & Holiday Operation

On weekends and exchange trading holidays (e.g. Diwali, Independence Day):
All options chains, Greeks grids, and GEX levels display the final verified Friday settlement figures.
Desks use this quiet period to review weekly open interest shifts, analyze sector dispersion, and prepare scenario models for the upcoming Monday open.

08. Common User Questions Answered

* *Question*: 'Why does the Data Status card say LAST SESSION?'
*Answer*: It is currently outside active NSE trading hours (09:15–15:30 IST). The terminal is displaying authentic closing data.
* *Question*: 'Why do some fields show a dash (—)?'
*Answer*: The upstream feed did not report that specific field for that contract. Arkenwell will never insert a synthetic mock to fill the gap.

09. Arkenwell Terminal Integration

To audit live data authenticity:
1. Open ALERTS & SYSTEM → Data Status (shortcut Shift + 6 then 3).
2. Inspect the Live Data Integrity cards for NIFTY, BANKNIFTY, Options, and India VIX.
3. Check the Exchange Operating State chip (Open vs. Closed).
4. Review subscription entitlements and active alert health.

10. Professional Takeaways

Arkenwell's zero-synthetic-data commitment guarantees complete mathematical authenticity.
Understanding the NSE 4-phase session lifecycle prevents misinterpreting pre-market and post-market price actions.
The 'LAST SESSION' badge indicates verified closing settlement data during off-hours.
Timestamp monotonicity ensures that stale packets never corrupt live trading screens.