Estuary Task Stats

flowctl raw stats - Task Processing Statistics

Concepts: Stats show document and byte counts per transaction for a task. They answer "is data actually moving, and how much?" — separate from flowctl catalog status, which only shows control-plane state. A task can show OK status while having zero recent stats (stalled, no new source data, or sync schedule delay).

IMPORTANT: The command is flowctl raw stats, not flowctl stats.

Prerequisites

flowctl must already be authenticated — see the estuary-flowctl-setup skill.

Total Data Over a Period

Materialization — bytes read from source collections ("Data Read" in UI):

flowctl raw stats --task  --since 24h | \
  jq -s '{
    total_gb:     ([.[] | select(.materialize != null) | .materialize | to_entries[] | .value.right.bytesTotal // 0] | add // 0 | . / 1073741824 * 10 | round / 10),
    total_docs:   ([.[] | select(.materialize != null) | .materialize | to_entries[] | .value.right.docsTotal  // 0] | add),
    transactions: ([.[] | select(.materialize != null)] | length)
  }'

Capture — bytes written to Estuary collections ("Data Written" in UI):

flowctl raw stats --task  --since 24h | \
  jq -s '{
    total_gb:     ([.[] | select(.capture != null) | .capture | to_entries[] | .value.out.bytesTotal // 0] | add // 0 | . / 1073741824 * 10 | round / 10),
    total_docs:   ([.[] | select(.capture != null) | .capture | to_entries[] | .value.out.docsTotal  // 0] | add),
    transactions: ([.[] | select(.capture != null)] | length)
  }'

Hourly Breakdown

Useful for spotting gaps, spikes, or batch patterns. Matches the hourly bar chart in the Estuary UI.

Materialization:

flowctl raw stats --task  --since 48h | \
  jq -s '[.[] | select(.materialize != null) | {
    hour:  .ts[0:13],
    bytes: ([.materialize | to_entries[] | .value.right.bytesTotal // 0] | add),
    docs:  ([.materialize | to_entries[] | .value.right.docsTotal  // 0] | add)
  }] | group_by(.hour) | map({
    hour: .[0].hour,
    gb:   (([.[].bytes] | add) / 1073741824 * 10 | round / 10),
    docs: ([.[].docs]  | add)
  })'

Capture:

flowctl raw stats --task  --since 48h | \
  jq -s '[.[] | select(.capture != null) | {
    hour:  .ts[0:13],
    bytes: ([.capture | to_entries[] | .value.out.bytesTotal // 0] | add),
    docs:  ([.capture | to_entries[] | .value.out.docsTotal  // 0] | add)
  }] | group_by(.hour) | map({
    hour: .[0].hour,
    gb:   (([.[].bytes] | add) / 1073741824 * 10 | round / 10),
    docs: ([.[].docs]  | add)
  })'

Hours with no entry = no transactions that hour (expected for gaps, quiet sources, or batch sync schedules).

Stats Structure

Raw entries are nested by task type, then by collection/binding:

{
  "ts": "2026-04-10T00:01:00Z",
  "capture":     { "": { "out":   { "docsTotal": N, "bytesTotal": N } } },
  "materialize": { "": { "right": { "docsTotal": N, "bytesTotal": N },
                                     "left":  { "docsTotal": N, "bytesTotal": N },
                                     "out":   { "docsTotal": N, "bytesTotal": N } } },
  "derivation":  { "":  { "input": { "docsTotal": N }, "out": { "docsTotal": N } } }
}

For materializations:

• right — docs/bytes read from source Estuary collections ("Data Read" in UI)
• left — docs/bytes read from the destination (for merging)
• out — docs/bytes written to the destination

The raw output also contains interval heartbeat entries and ack entries — the select(.materialize != null) / select(.capture != null) filters exclude these.

Diagnosing a Stalled Task

If flowctl catalog status shows OK but data isn't arriving:

# Check for any recent activity
flowctl raw stats --task  --since 6h | jq -s '[.[] | select(.materialize != null)] | length'
# → 0 = no transactions in 6h despite OK status

# Run hourly breakdown to find where the gap starts (substitute .capture for capture tasks)
flowctl raw stats --task  --since 48h | \
  jq -s '[.[] | select(.materialize != null) | {hour: .ts[0:13], gb: ([.materialize | to_entries[] | .value.right.bytesTotal // 0] | add // 0 | . / 1073741824 * 10 | round / 10)}] | group_by(.hour) | map({hour: .[0].hour, gb: ([.[].gb] | add)})'

Common causes of stats silence with OK status:

• Source has no new data (expected for quiet sources)
• Sync schedule delay — materializations batch on a schedule (default: 30 min)
• Connector in retry backoff — check with flowctl logs --task --since 2h

Related Skills

• estuary-task-health — Single-task health check combining status, stats, logs, and history
• estuary-catalog-status — Check control-plane state (running/failed/disabled)
• estuary-logs — Investigate errors if stats show zero activity

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: estuary
• Source: estuary/agent-skills
• License: Apache-2.0
• Homepage: https://estuary.dev

Install and usage instructions live in the source repository linked above.