<p>With the rising volume of transactions on blockchains, signature verification becomes a critical bottleneck of efficiency, hindering scalability and performance. This paper presents a general approach to batch verification of arbitrary signatures on blockchain. By leveraging the memory-friendliness of incremental verifiable computation (IVC) and optimizing for blockchain environments, the proposed scheme can enhance scalability, reduce memory consumption, and ensure compatibility with common devices while supporting an arbitrary number of signature verifications. This approach allows for the concurrent generation of IVC proofs while receiving signatures from other nodes, making it particularly well-suited for low-latency blockchain applications. As a concrete instantiation of our approach, we introduce BEATS (Batch ECDSA Transaction verification Scheme), where the underlying SNARK is instantiated by Spartan with Bulletproof commitment. Our implementation, evaluated on a virtual machine with 8 cores and 16 GB RAM, shows significant performance gains compared to Spartan_BP, which is the direct construction using Spartan with Bulletproof commitment to verify a batch of ECDSA. The comparison shows that BEATS speeds up the prover by 3–7 times and the verifier by 48–240 times when handling up to 2¹¹ ECDSA signatures, the maximum batch size supported by Spartan_BP. For larger batches exceeding 2¹⁰, our scheme outperforms the baseline approach, which verifies ECDSA signatures one by one without any proof system. Our verifier achieved a speedup of 21–174 times compared to the baseline as the batch size grows to 2²⁰. Furthermore, BEATS exhibits a remarkably low memory footprint, with peak memory usage remaining below 1 GB.</p>