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DynamoDB Hot Partitions: How Many Requests One Key Can Take, by Item Size

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November 4, 2026

5 min read

Each DynamoDB partition serves up to 3,000 read units and 1,000 write units a second, whatever the table's capacity. One key with 20 KB items tops out at 1,200 eventually consistent reads or 50 writes a second. The limits by item size as a chart, how to spot a hot key, and write sharding when one key really is that busy.

DynamoDB
Performance
Scaling
1 KB items6,0003,0001,0004 KB items6,0003,0002508 KB items3,0001,50012520 KB items1,20060050100 KB items24012010

Eventually consistent reads

Strongly consistent reads

Writes

Maximum requests per second against a single partition key. From the documented 3,000 read units and 1,000 write units per partition per second. Log scale.

The data
Eventually consistent readsStrongly consistent readsWrites
1 KB items6,0003,0001,000
4 KB items6,0003,000250
8 KB items3,0001,500125
20 KB items1,20060050
100 KB items24012010

On-demand mode and adaptive capacity spread load across partitions and isolate busy items, but they can't make one item's key exceed one partition's limit. A table can have plenty of capacity and still throttle one key: a celebrity's profile, a global counter, today's date as a partition key.

Spotting it

  • Throttled requests while consumed capacity for the table is well under its limit.

  • CloudWatch Contributor Insights for DynamoDB shows the most accessed and most throttled keys.

  • Keys that are a date, a status or a constant are the usual suspects.

Fixes

  1. Cache hot reads (DAX, ElastiCache, or a CDN for public data) so the key isn't read on every request.

  2. Shard hot writes: append a suffix (COUNTER#0 to COUNTER#9) and sum the shards when reading.

  3. Keep hot items small: a 1 KB item takes four times the writes of a 4 KB one on the same key.

  4. Choose keys with many values: customer or order IDs, not dates or statuses.

Seeing throttling you can't explain?

We'll read your Contributor Insights and key design with you and point at the hot key. Free, 30 minutes.

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As of November 4, 2026. Provided as is, for general information, and accurate to the best of our knowledge on the date shown. Not legal, compliance, tax, financial or other professional advice. Prices, limits and vendor services change; check current vendor documentation before relying on anything here. Terms of use.