This application leverages Redis core data structures, JSON, TimeSeries, Search and Query features. The data seeded is later used to show a searchable transaction overview with realtime updates as well as a personal finance management overview with realtime balance and biggest spenders updates.
On application startup in app/server.js
, a cron is scheduled to create random bank transactions at regular intervals and seed those transactions in to Redis.
//cron job to trigger createBankTransaction() at regular intervals
cron.schedule('*/10 * * * * *', async () => {
const userName = process.env.REDIS_USERNAME;
createBankTransaction(userName);
//...
});
balanceAfter
value is recorded in a TimeSeries with the key balance_ts
for every transaction.fromAccountName
member within the sorted set bigspenders
is incremented by the transaction amount. Note that this amount can be positive or negative.let balance = 100000.0;
const BALANCE_TS = 'balance_ts';
const SORTED_SET_KEY = 'bigspenders';
export const createBankTransaction = async () => {
//to create random bank transaction
let vendorsList = source.source; //app/transactions/transaction_sources.js
const random = Math.floor(Math.random() * 9999999999);
const vendor = vendorsList[random % vendorsList.length]; //random vendor from the list
const amount = createTransactionAmount(vendor.fromAccountName, random);
const transaction = {
id: random * random,
fromAccount: Math.floor((random / 2) * 3).toString(),
fromAccountName: vendor.fromAccountName,
toAccount: '1580783161',
toAccountName: 'bob',
amount: amount,
description: vendor.description,
transactionDate: new Date(),
transactionType: vendor.type,
balanceAfter: balance,
};
//redis json feature
const bankTransaction = await bankTransactionRepository.save(transaction);
console.log('Created bankTransaction!');
// ...
};
const createTransactionAmount = (vendor, random) => {
let amount = createAmount(); //random amount
balance += amount;
balance = parseFloat(balance.toFixed(2));
//redis time series feature
redis.ts.add(BALANCE_TS, '*', balance, { DUPLICATE_POLICY: 'first' });
//redis sorted set as secondary index
redis.zIncrBy(SORTED_SET_KEY, amount * -1, vendor);
return amount;
};
Sample bankTransaction
data view using RedisInsight
Download RedisInsight to view your Redis data or to play with raw Redis commands in the workbench.