Published March 21, 2026
Market: Singapore (SG)
Exchange: SGX
Connect to the Singapore feed first, then add reliability checks and monitoring.
Test the integration, run a load test, and then release.
Overview
This guide covers how live and historical data work together and how to recover after a failure.
Use cases
- Live SGX subscriptions and alerts
- Historical candles for backtesting and validating strategies with SGX:D05
- A single data gateway for multiple markets
- Singapore dashboards and market rankings
Recommended architecture
Use WebSocket for live data and REST for historical data:
- WebSocket: Stream order books and latest prices, and trigger alerts.
- Historical REST API: Load and backfill data for charts, backtests, and audits.
- Authentication: Use the same market key for REST and WebSocket. Send it in the
X-API-Keyheader for REST and thekeyconnection parameter for WebSocket. Each market has its own key.
The two interfaces work together:
Live updates stay responsive, while REST provides a way to recover missing data.
Integration checklist
- Check that the market and symbol use the documented formats.
- Add heartbeats, reconnect logic, and deduplication to the stream.
- Fetch historical data in batches to avoid overload.
- Use consistent precision and time zones in storage.
- Run replay tests and check alerts before launch.
Integration tip
Map the SGX response to a shared data model before sending it to your UI or strategy services.
Quick start
REST (historical candles)
GET https://api.zafeed.com/v1/klines?market=SG&symbol=SGX:D05&interval=1m&limit=200
X-API-Key: YOUR_SG_KEY
WebSocket (live quotes)
wss://api.zafeed.com/v1/stream?key=YOUR_SG_KEY{"op":"subscribe","market":"SG","symbols":["SGX:D05"]}Parameters and fields
Main request parameters:
market: Market code, for exampleSG.symbol: Full symbol code, for exampleSGX:D05.interval: Candle interval, such as 1m, 5m, 15m, 1h, or 1d.limit: Number of items. Defaults to 200, up to 1,000.
Use consistent fields when storing data:
symbol,venue, andtime(Unix milliseconds)open/high/low/close、volume- Live updates can include
price/change/changePctand other snapshot fields.
Examples by programming language
cURL (initial checks)
curl "https://api.zafeed.com/v1/klines?market=SG&symbol=SGX:D05&interval=1m&limit=200" \
-H "X-API-Key: YOUR_SG_KEY"
JavaScript (Node.js)
const url = "https://api.zafeed.com/v1/klines?market=SG&symbol=SGX:D05&interval=1m&limit=200";
const resp = await fetch(url, {
headers: {
"X-API-Key": "YOUR_SG_KEY"
}
});
const data = await resp.json();
console.log(data);
Python (data jobs)
import requests
url = "https://api.zafeed.com/v1/klines?market=SG&symbol=SGX:D05&interval=1m&limit=200"
headers = {"X-API-Key": "YOUR_SG_KEY"}
res = requests.get(url, headers=headers, timeout=20)
print(res.status_code, res.json())
Go (backend services)
req, _ := http.NewRequest("GET", "https://api.zafeed.com/v1/klines?market=SG&symbol=SGX:D05&interval=1m&limit=200", nil)
req.Header.Set("X-API-Key", "YOUR_SG_KEY")
resp, _ := http.DefaultClient.Do(req)
WebSocket (live subscriptions)
const ws = new WebSocket("wss://api.zafeed.com/v1/stream?key=YOUR_SG_KEY");
ws.onopen = () => ws.send(JSON.stringify({
op: "subscribe",
market: "SG",
symbols: ["SGX:D05"]
}));
Example parameters
- market:SG
- symbol:SGX:D05
- venue:SGX
Troubleshooting
1. HTTP 401
If the key is missing, invalid, rotated, or expired, check its status in the member center. Copy the current key without spaces.
2. Market and symbol mismatch
Check that market=SG and symbol=SGX:D05 belong to the same market.
3. WebSocket disconnects soon after connecting
Check heartbeats, proxy timeouts, and duplicate connections. Each market key allows one concurrent WebSocket connection by default.
4. Delayed updates
Show incoming changes in the UI and write or validate data asynchronously on the server.
Performance and reliability
- Reuse connections and retry with backoff to limit the impact of temporary failures.
- Request historical data in batches and respect rate limits.
- Deduplicate live messages by symbol and time.
- Monitor error rates, latency, and reconnection counts.
Frequently asked questions
1) When should I use WebSocket?
Use WebSocket to update quotes and order books in real time or to trigger alerts.
2) When should I use historical candles?
Use historical candles for backtesting, calculating indicators, and filling data gaps.
3) Where do I send my market key?
Send the market key in the REST header X-API-Key or the WebSocket connection parameter key. The market parameter must match the key or the API returns 403. Keep the key on your server.
4) What can I build with these APIs?
Market data terminals, trading signals, backtesting platforms, risk controls, and alerting tools.
Common issues
- Check symbol naming conventions across services.
- Check that repeated updates are safe and duplicates are removed.
- Classify API failures so they can be diagnosed quickly.
Operating the integration
- Track error rates, P95 latency, and reconnection counts.
- Save sample responses for incident reviews.
- Update service configuration when you rotate a key in the member center.
After launch
Use the sections above as a starting point for your Singapore integration checklist.