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Balance caching means storing the latest known account balance outside the core ledger for faster reads.
The ledger remains the single source of truth, but the cached values allow for quick responses without recalculating the balance from all historical transactions.
Balance Caching in a Ledger Database
In a ledger, account balances are the sum of all debits and credits. Without balance caching, systems need to recalculate totals every call, which is slow and expensive at scale.
With cached account balances, there’s a running balance alongside transactions to track per-account running totals. New debits or credits update both the ledger and cached value, which helps your systems answer balance queries in milliseconds, instead of seconds.
There are two kinds of balance caching:
- Synchronous, or current balance caching, keeps the latest balance updated with every transaction. Use this when you need the most up-to-date view of funds..
- Asynchronous, or effective time balances, store balances “as of” a specific timestamp. This works best for use cases like historical reporting when you don’t always need the “now” value.
How Companies Use Balance Caching
Many companies use balance caching for their money movement products. For example, in customer-facing apps balance caching helps the customer experience match the expectation:
- Digital wallets: Apps like Starbucks or CashApp display updated balances right away, even before full ledger reconciliation finishes.
- Card systems: Before approving a payment, the system checks cached balances to be sure there are enough available funds in an account; without caching, authorizing would lag.
- Lending and payouts: fintechs often need both “as of now” and historical balances when reconciling loan disbursements or repayment schedules.
Challenges and Best Practices
Caching adds speed, but also introduces complexity. A few challenges to watch for:
- Balance drift: Cached balances can fall out of sync with the ledger balance due to network failures, async writes, or bugs.
- Reconciliation logic: Teams need reliable processes to detect and correct mismatches between cache and ledger.
Best practices to keep caching useful without risking accuracy include:
- Treating the cache as a performance layer versus a source of truth that is expected to be accurate at all times.
- Regularly reconciling cached balances, ensuring they match up with the core ledger and are more likely to be accurate when a customer views them.
- Logging adjustments immutably, which ensures you always have an auditable record that you can use to determine the true balance compared to the cached balance.
Balance caching can help accelerate performance by enabling fast balance reads without overloading the ledger, but it must be carefully managed and isn’t a substitute for the ledger itself.
Learn
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