braze-segment-debounce
Segment utilities to debounce (dedupe) data before it reaches the Braze destination
Introduction
Segment provides an integration with Braze, among others, to allow users to easily send data to both platforms using a reduced number API calls and library/package installations. Although this is of great efficiency, it has the drawback of sending every data point to Braze. Braze charges $$ for each of these data points, even if the data points have not changed from the previous version. The goal of this package is to provide an easy way for Segment/Braze customers to only send data points that are new or have changed, savings lots of $$ in the process.
Although Segment provides a Braze Debounce Identify
option on its
dashboard under Source -> [Source Name] -> Settings -> Analytics.js
,
this option does not include debouncing against multiple previous payloads.
The Middleware and examples
provided by Braze also suffer from the same problem. The biggest
advantage of this package is that it stores multiple, previous payloads to
debounce against, greatly saving on costs as compared to the current
solutions.
This package and its examples focus on the identify
call sent to
Segment/Braze since it's the most frequently used and the one most likely
to incur costs, but the functions can be applied to any call type.
Usage
braze-segment-debounce
supports debouncing for both browser
and server
. Only
JavaScript/NodeJS is supported on the server side. The mechanisms for browser
and server
are similar but have a few, important distinctions. The
package exposes three main functions, debouncePayloads
(base),
debouncePayloadSync
(browser), debouncePayload
(server).
Base
debouncePayloads
is a base function used by browser
and server
which takes
two payloads and runs them through the debouncing algorithm.
Arguments
-
previousPayload
: the first payload to compare -
nextPayload
: the other payload to compare -
getPayloadProperty
: a function to help retrieve the basic values of the payload:userId
,anonymousId
andtraits
. This is needed because the Segment Analytics.js middleware, used inbrowser
, nests the payload inside anobj
object. But, this is is not true for the server side. The function can simply belodash
's_get
forserver
or_get(payload, `obj.${prop}`)
forbrowser
.
Returns
-
{ nextPayload || null, newOrUpdatedTraits || null }
wherenextPayload
is the payload to send to Segment/Braze andnewOrUpdatedTraits
are any updates to thetraits
for that payload that should be included before it is sent.
Example
import { debouncePayloads } from '@vivianhealth/braze-segment-debounce';
const { nextPayload, newOrUpdatedTraits } = debouncePayloads(
previousPayload,
sanitizedPayload,
(payload, prop) => _get(payload, `obj.${prop}`),
);
if (nextPayload) {
const debouncedPayload = {
...nextPayload,
obj: {
...nextPayload.obj,
traits: newOrUpdatedTraits || nextPayload.obj.traits,
},
};
// do something smart with `debouncedPayload`
}
Note
debouncePayloads
does not need to be used in most cases, but is exposed to
provide the user with flexibility if she/he needs to expand/replace the
functionality provided by browser
and server
.
Browser
The integration of the frontend portion of this package with Segment is achieved via the Analytics.js Source Middleware. Please note that this integration has been tested in production using Analytics 2.0 and we don't recommend using the previous version of Analytics.js.
debouncePayloadSync
provides a full solution that integrates with the
Analytics.js Source Middleware to debounce data before it is sent to
the Braze destination. It stores previous payloads in localStorage
, or a
similar solution which you can override, and compares the payload
provided by this middleware against the previous versions so that it only
sends new or updated traits
.
Arguments
-
payload
: the data provided by the middleware -
options.fetchPayload
: an optional function to overridelocalStorage.getItem
-
options.persistPayload
: an optional function to overridelocalStorage.setItem
Returns
-
nextPayload || null
: the debounced payload to send to Braze. Ifnull
, there is no new or updated data to send.
Example
import { debouncePayloadSync } from '@vivianhealth/braze-segment-debounce/browser';
const _identifyDebounceSourceMiddleware = ({ payload, next, integrations }) => {
// TODO filter Braze integration, called `AppBoy`
if (payload.type() !== 'identify') {
next(payload);
return;
}
const identifyPayload = debouncePayloadSync(payload);
if (identifyPayload) {
next(identifyPayload);
}
};
analytics.addSourceMiddleware(_identifyDebounceSourceMiddleware);
Server
debouncePayload
is meant to work with
anayltics-node. It does not
require middleware like the frontend but it does rely on a caching or
storage mechanism that the user provides. Similar to browser
, it stores
previous payloads using the storage mechanism, and compares the payload
to be sent to Segment/Braze against the previous versions so that it only
sends new or updated traits
.
Arguments
-
payload
: the data to be sent to Segment/Braze -
fetchPayload
: a function to retrieve previous payloads -
persistPayload
: a function to store previous payloads -
options.serializePayload
: an optional function to override the default serializer -
options.deserializePayload
: an optional function to override the default deserializer
Returns
-
nextPayload || null
: the debounced payload to send to Braze. Ifnull
, there is no new or updated data to send.
Example
import _isNil from 'lodash/isNil';
import Analytics from 'analytics-node';
import memjs from 'memjs';
import { debouncePayload } from '@vivianhealth/braze-segment-debounce/server';
const segmentWriteKey = 'YOUR-SEGMENT-WRITE-KEY';
const analytics = new Analytics(segmentWriteKey);
const cache = memjs.Client.create();
const fetchPayload = async (k) => cache.get(k);
const persistPayload = async (k, v) => {
await cache.set(k, v, { expires: 3600 });
};
const identifyWithDebounce = async (payload) => {
// TODO filter Braze integration, called `AppBoy`, if possible
const identifyPayload = await debouncePayload(
payload,
fetchPayload,
persistPayload,
);
if (!_isNil(identifyPayload)) {
return analytics.identify(identifyPayload);
}
return null;
};
TODO
- [ ] Add details on how to debounce payload only for Braze, known as AppBoy in the integration.