ZK Proofs · 6 min read

Batch ZKP:
Aggregating Proofs for Massive Throughput

H33's batch ZK proof processing aggregates hundreds of proofs efficiently, enabling enterprise-scale privacy-preserving authentication.

~50µs
Auth Latency
1.2M/s
Throughput
128-bit
Security
Zero
Plaintext

Zero-knowledge proofs are powerful, but generating them one at a time doesn't scale. H33's batch ZKP system aggregates multiple proofs into unified verification, dramatically improving throughput while maintaining full cryptographic guarantees.

Batch vs. Sequential

Sequential proof generation processes proofs one at a time. Batch aggregation combines multiple proofs into a single verification operation, sharing computational work across all proofs in the batch.

How Proof Aggregation Works

Instead of verifying 100 separate proofs individually, batch ZKP uses cryptographic techniques to verify them together:

// Sequential verification (slow)
for (const proof of hundredProofs) {
  await h33.proof.verify(proof);  // Each takes time
}

// Batch verification (fast)
const results = await h33.proof.batchVerify({
  proofs: hundredProofs,
  aggregation: 'recursive'  // Use recursive SNARK composition
});
// Dramatically faster than sequential

Aggregation Strategies

H33 supports multiple aggregation strategies optimized for different use cases:

Parallel verification: Independent proofs verified simultaneously across CPU cores. Best for heterogeneous proof types.

Recursive composition: Proofs combined into a single recursive SNARK. Best for homogeneous proofs where you want a single verification.

Merkle aggregation: Proofs organized into a Merkle tree for efficient partial verification. Best when you may need to verify subsets.

Use Cases

Blockchain rollups: Aggregate thousands of transaction proofs into a single on-chain verification, reducing gas costs by orders of magnitude.

Audit logging: Batch verify a day's worth of authentication proofs in a single operation for compliance review.

Periodic verification: Collect proofs over a time window and verify them together during low-load periods.

Implementation Patterns

// Pattern 1: Time-windowed batching
const batcher = h33.createProofBatcher({
  maxBatchSize: 100,
  maxWaitMs: 50,
  aggregation: 'parallel'
});

// Proofs are automatically batched
app.post('/verify', async (req, res) => {
  const result = await batcher.add(req.body.proof);
  res.json(result);
});

// Pattern 2: Explicit batch submission
const auditProofs = await collectDayOfProofs();
const batchResult = await h33.proof.batchVerify({
  proofs: auditProofs,
  aggregation: 'merkle',
  returnTree: true  // Get Merkle tree for selective re-verification
});

// Pattern 3: Recursive aggregation for on-chain
const recursiveProof = await h33.proof.aggregate({
  proofs: transactionProofs,
  strategy: 'recursive',
  outputFormat: 'solidity'  // Ready for on-chain verification
});

Security Considerations

Batch verification maintains full security:

Performance Characteristics

Batch ZKP efficiency improves with batch size up to hardware limits:

The exact performance depends on proof type, hardware, and aggregation strategy. H33 automatically selects optimal parameters based on your configuration.

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