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| 1. Querying Live Tables Directly | Small datasets or infrequent, simple queries | Low | 10-30 min| Low |
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| 2. Scheduled queries | Periodic updates (e.g., hourly/daily) for dashboards | Medium | 1h or more | Medium|
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| 3. Using Materialized Views | Large datasets, complex queries with low-latency needs | Medium to High | 10-30 min| Medium to High |
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| 4. Dataflow | Very low-latency streaming for large datasets | High | <10 min| High |
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| 5. Cloud function with Pub/Sub trigger | Low-latency for smaller subsets of data | Medium | <10 min| Medium to High |
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Live ping tables are the final destination for the telemetry ingestion pipeline. Incoming ping data is loaded into these tables approximately every 10 minutes, though a delay of up to 30 minutes is normal. Data in these tables is set to expire after 30 days.
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