Automation Pattern of the Day: Event-Driven vs Polling — When To Use Each

You're building an automation. Your trigger source supports both webhooks and a polling API. Which do you choose? Most teams default to one or the other based on familiarity. The right answer depends on three constraints — let's work through them.

The Two Models in 60 Seconds

Polling means your automation asks the source system on a schedule: "Anything new?" Every 5 minutes, every hour, every day. The source system answers each time, even if nothing changed.

Event-driven (webhooks) means the source system tells you when something changes. You sit and listen. Zero requests when nothing happens. Instant signal when something does.

Constraint 1: Latency Tolerance

If your automation needs to react in under 60 seconds, polling at 5-minute intervals introduces an unacceptable lag. You'll miss the moment by the average 2.5 minutes. Webhooks land within 200-2000 milliseconds. So latency-sensitive workflows — fraud detection, customer support response, real-time pricing — should be event-driven.

If your workflow runs nightly or weekly anyway, latency is irrelevant. Polling at the cadence you actually need is fine and often simpler to operate.

Constraint 2: Rate Limits and Cost

Polling at 1-minute intervals = 1,440 API calls per day per resource. If you have 100 resources, that's 144,000 calls daily. Many APIs charge per call or rate-limit aggressively. Run the math: if the source system has even mild rate limits, polling at sub-hourly cadences breaks down quickly.

Webhooks send data only on actual changes. A resource that updates 5 times a day generates 5 webhook calls — regardless of how many resources you're tracking. The math reverses: webhooks scale linearly with change frequency, not with the number of monitored resources.

Constraint 3: Source System Support

Not every source system supports webhooks. Even systems that claim to often have caveats — limited event types, no retry logic, IP restrictions, certificate requirements. Audit before committing. A specific check: can the source system retry a failed webhook delivery? If not, you'll need to add polling as a backup anyway, and now you've doubled the operational complexity.

The Decision Matrix

ScenarioUse
Sub-minute latency requiredWebhooks
Daily/weekly batch processingPolling
1000+ monitored resources, low change rateWebhooks
10 monitored resources, very high change ratePolling (aggregated)
Source system has unreliable webhook deliveryPolling, or hybrid
You can't expose a public endpointPolling

The Hybrid Pattern

The strongest production setups combine both. Webhooks for real-time signal, low-frequency polling (hourly or daily) as a reconciliation backstop to catch anything the webhooks missed. The polling job's only output is a diff against what webhooks have already delivered — when the diff is non-empty, you've detected a delivery failure.

Tomorrow

We cover idempotency keys: how to make sure your automation doesn't process the same event twice when webhooks retry on failure.