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What a Polymarket-to-Telegram alert pipeline does
A whale tracker turns data into a notification through several stages: a source exposes an event, the tracker observes and identifies it, filters decide whether it matters, and a bot sends an alert to Telegram. The recipient’s device and network add another part of the path. This is why a quick message send does not prove the underlying data was fresh, and a fast feed does not guarantee immediate receipt.
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Polymarket’s Data API v2 documentation describes public routes for wallet portfolios, trade and activity feeds, market state, and ranked boards. The documentation says these routes do not require an API key or token. It also distinguishes condition, market, event, and token IDs; a tracker needs to use the identifier appropriate to the event it is matching rather than treating those IDs as interchangeable.
Choose the data source that actually supports the alert
Data API feeds
For a wallet tracker, the Data API documentation is directly relevant because it describes wallet and activity data as well as trades. The exact endpoint and fields used by a particular implementation determine what it can detect; the existence of an endpoint alone does not show that a specific bot monitors it or how often it checks.
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Feed pagination uses opaque cursors, and responses use a data envelope. A tracker that pages through results should preserve its event filters as it follows cursors, record its progress, and avoid assuming that one response contains the entire feed. The documentation also describes HTTP 429 and 503 responses. A 429 may include Retry-After; clients should respect that signal rather than retrying in a tight loop. These details matter to alert continuity as well as speed: missed pages, repeated pages, or aggressive retries can create gaps, duplicates, or unnecessary delay.
WebSocket market data
Polymarket’s real-time data documentation describes a WebSocket interface for market data. That establishes the availability of a streaming interface, not that every wallet-attributed trade or fill is exposed there in the form a whale tracker needs. Do not equate market-level updates with wallet-level attribution without confirming the actual channel and event fields used by the implementation.
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Keep detection and notification as separate jobs
Once the tracker observes an event, it needs rules for deciding whether to alert. A useful implementation records which event qualified and why, then applies deduplication so a repeated page or reconnect does not send the same alert twice. The specific definition of “whale”—for example, a threshold, wallet list, or combination of conditions—belongs to the product’s own rules; public API documentation does not supply it.
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Telegram’s documentation describes the Bot API as “an HTTP-based interface created for developers keen on building bots for Telegram.” The page’s latest listed change entry is Bot API 10.3, dated August 24, 2026; that version entry does not establish that a particular tracker uses any capability introduced in it.
Measure speed across the full path
Before calling a Polymarket alert “real time” or “sub-second,” define what the clock measures. A useful measurement records timestamps for the source event or trade (if available), the tracker’s first observation, completion of filtering, submission of the Telegram request, and receipt by a test recipient. Report the sample window and count, median and tail percentile where available, plus dropped or duplicate events and outages. Without those boundaries and measurements, a latency number can describe only one part of the pipeline—or be impossible to interpret.
Keep source freshness separate from message transport. The interval from a source event to tracker observation depends on data availability and the tracker’s polling or streaming behavior. The interval from observation to Telegram submission reflects filtering, queues, and network requests. Recipient receipt adds delivery and device conditions. A fast send cannot make stale upstream data current, and a fast upstream feed cannot guarantee immediate user receipt.
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What the public documentation can—and cannot—establish
- Established: Polymarket documents public Data API routes for portfolios, trades, activity, market state, and ranked boards, along with cursor pagination and rate-limit or service-error handling.
- Established: Polymarket documents a WebSocket interface for real-time market data, while Telegram documents an HTTPS Bot API and methods for receiving bot updates.
- Not established by those documents: the data source, event coverage, whale threshold, filtering and deduplication rules, deployment, or premium features of any named tracker.
- Not established: a specific tracker’s end-to-end latency, reliability, or ability to improve trading outcomes. Those claims require implementation details and timestamped measurements; an individual community post using phrases such as “real-time” or “sub-second” is anecdotal, not a performance standard.
Why speed is a product feature, not a result by itself
Speed can make an alert service more useful when a reader needs to notice an event promptly, but latency alone does not tell users whether an alert is complete, correctly attributed, or worth acting on. A meaningful product assessment also considers missed and duplicate alerts, wallet and source coverage, noise from filtering, behavior during API limits or outages, and the effort needed to operate the service. No benchmark or trading edge follows from the existence of the Polymarket and Telegram interfaces.
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