Ghost/ghost/admin/app/services/dashboard-stats.js
Daniel Lockyer 23075b7bf8 Optimized aggregating member attribution statistics
- the existing code creates a new moment instance, takes away some days
  and then formats the result
- this is run for every entry of the member attribution stats, which
  means dashboards for big sites with a lot of attribution data become
  slow
- this value doesn't change across each iteration of the filter, so we
  can just extract it out and calculate it once
- this commit removes this code block from the flamegraph completely
2024-07-02 11:44:22 +02:00

849 lines
26 KiB
JavaScript

import Service, {inject as service} from '@ember/service';
import moment from 'moment-timezone';
import {task} from 'ember-concurrency';
import {tracked} from '@glimmer/tracking';
import mergeStatsByDate from 'ghost-admin/utils/merge-stats-by-date';
/**
* @typedef MrrStat
* @type {Object}
* @property {string} date The date (YYYY-MM-DD) on which this MRR was recorded
* @property {number} mrr The MRR on this date
*/
/**
* @typedef MemberCountStat
* @type {Object}
* @property {string} date The date (YYYY-MM-DD) on which these counts were recorded
* @property {number} paid Amount of paid members
* @property {number} free Amount of free members
* @property {number} comped Amount of comped members
* @property {number} paidSubscribed Amount of new paid members
* @property {number} paidCanceled Amount of canceled paid members
*/
/**
* @typedef AttributionCountStat
* @type {Object}
* @property {string} date The date (YYYY-MM-DD) on which these counts were recorded
* @property {number} source Attribution Source
* @property {number} signups Total free members signed up for this source
* @property {number} paidConversions Total paid conversions for this source
*/
/**
* @typedef SourceAttributionCount
* @type {Object}
* @property {string} source Attribution Source
* @property {number} signups Total free members signed up for this source
* @property {number} paidConversions Total paid conversions for this source
*/
/**
* @typedef MemberCounts
* @type {Object}
* @property {number} total Total amount of members
* @property {number} paid Amount of paid members
* @property {number} free Amount of free members
*/
/**
* @typedef EmailOpenRateStat
* @type {Object}
* @property {string} subject Email title
* @property {number} openRate Email openRate
* @property {Date} submittedAt Date
*/
/**
* @typedef PaidMembersByCadence
* @type {Object}
* @property {number} year Paid members on annual plan
* @property {number} month Paid members on monthly plan
*/
/**
* @typedef PaidMembersForTier
* @type {Object}
* @property {Object} tier Tier object
* @property {number} members Paid members on this tier
*/
/**
* @typedef SiteStatus Contains information on what graphs need to be shown
* @type {Object}
* @property {boolean} hasPaidTiers Whether the site has paid tiers
* @property {boolean} hasMultipleTiers Whether the site has multiple paid tiers
* @property {boolean} newslettersEnabled Whether the site has newsletters
* @property {boolean} membersEnabled Whether the site has members enabled
*/
export default class DashboardStatsService extends Service {
@service dashboardMocks;
@service store;
@service ajax;
@service ghostPaths;
@service membersCountCache;
@service settings;
@service membersUtils;
@service membersStats;
/**
* @type {?SiteStatus} Contains information on what graphs need to be shown
*/
@tracked siteStatus = null;
/**
* @type {?MemberCountStat[]}
*/
@tracked
memberCountStats = null;
@tracked
subscriptionCountStats = null;
/**
* @type {?MrrStat[]}
*/
@tracked
mrrStats = null;
/**
* @type {PaidMembersByCadence} Number of members for annual and monthly plans
*/
@tracked
paidMembersByCadence = null;
/**
* @type {PaidMembersForTier[]} Number of members for each tier
*/
@tracked
paidMembersByTier = null;
/**
* @type {?number} Number of members last seen in last 30 days (could differ if filtered by member status)
*/
@tracked
membersLastSeen30d = null;
/**
* @type {AttributionCountStat[]} Count of all attribution sources by date
*/
@tracked
memberAttributionStats = null;
/**
* @type {?number} Number of members last seen in last 7 days (could differ if filtered by member status)
*/
@tracked
membersLastSeen7d = null;
/**
* @type {?MemberCounts} Number of members that are subscribed (grouped by status)
*/
@tracked
newsletterSubscribers = null;
/**
* @type {?number} Number of emails sent in last 30 days
*/
@tracked
emailsSent30d = null;
/**
* @type {?EmailOpenRateStat[]}
*/
@tracked
emailOpenRateStats = null;
/**
* @type {number|'all'}
* Amount of days to load for member count and MRR related charts
*/
@tracked chartDays = 30 + 1;
/**
* Filter last seen by this status
* @type {'free'|'paid'|'total'}
*/
@tracked lastSeenFilterStatus = 'total';
paidTiers = null;
get activePaidTiers() {
return this.paidTiers ? this.paidTiers.filter(tier => tier.active) : null;
}
/**
* @type {?MemberCounts}
*/
get memberCounts() {
if (!this.memberCountStats) {
return null;
}
const stat = this.memberCountStats[this.memberCountStats.length - 1];
return {
total: stat.paid + stat.comped + stat.free,
paid: stat.paid + stat.comped,
free: stat.free
};
}
get currentMRR() {
if (!this.mrrStats) {
return null;
}
const stat = this.mrrStats[this.mrrStats.length - 1];
return stat.mrr;
}
/**
* @type {?MemberCounts}
*/
get memberCountsTrend() {
if (!this.memberCountStats) {
return null;
}
if (this.chartDays === 'all') {
return null;
}
// Search for the value at chartDays ago (if any, else the first before it, or the next one if not one before it)
const searchDate = moment().add(-this.chartDays, 'days').format('YYYY-MM-DD');
for (let index = this.memberCountStats.length - 1; index >= 0; index -= 1) {
const stat = this.memberCountStats[index];
if (stat.date <= searchDate) {
return {
total: stat.paid + stat.comped + stat.free,
paid: stat.paid + stat.comped,
free: stat.free
};
}
}
// We don't have any statistic from more than x days ago.
// Return all zero values
return {
total: 0,
paid: 0,
free: 0
};
}
/**
* @type {SourceAttributionCount[]}
*/
get memberSourceAttributionCounts() {
if (!this.memberAttributionStats) {
return [];
}
const firstChartDay = moment().add(-this.chartDays, 'days').format('YYYY-MM-DD');
return this.memberAttributionStats.filter((stat) => {
if (this.chartDays === 'all') {
return true;
}
return stat.date >= firstChartDay;
}).reduce((acc, stat) => {
const statSource = stat.source ?? '';
const existingSource = acc.find(s => s.source.toLowerCase() === statSource.toLowerCase());
if (existingSource) {
existingSource.signups += stat.signups || 0;
existingSource.paidConversions += stat.paidConversions || 0;
} else {
acc.push({
source: statSource,
signups: stat.signups || 0,
paidConversions: stat.paidConversions || 0
});
}
return acc;
}, []).sort((a, b) => {
return b.signups - a.signups;
});
}
get currentMRRTrend() {
if (!this.mrrStats) {
return null;
}
if (this.chartDays === 'all') {
return null;
}
// Search for the value at chartDays ago (if any, else the first before it, or the next one if not one before it)
const searchDate = moment().add(-this.chartDays, 'days').format('YYYY-MM-DD');
for (let index = this.mrrStats.length - 1; index >= 0; index -= 1) {
const stat = this.mrrStats[index];
if (stat.date <= searchDate) {
return stat.mrr;
}
}
// We don't have any statistic from more than x days ago.
// Return all zero values
return 0;
}
get filledMemberCountStats() {
if (this.memberCountStats === null) {
return null;
}
function copyData(obj) {
return {
paid: obj.paid,
free: obj.free,
comped: obj.comped,
paidCanceled: 0,
paidSubscribed: 0,
signups: 0,
cancellations: 0
};
}
return this.fillMissingDates(this.memberCountStats, {paid: 0, free: 0, comped: 0, paidCanceled: 0, paidSubscribed: 0, signups: 0, cancellations: 0}, copyData, this.chartDays);
}
get filledMrrStats() {
if (this.mrrStats === null) {
return null;
}
function copyData(obj) {
return {
mrr: obj.mrr
};
}
return this.fillMissingDates(this.mrrStats, {mrr: 0}, copyData, this.chartDays);
}
get filledSubscriptionCountStats() {
if (!this.subscriptionCountStats) {
return null;
}
function copyData(obj) {
return {
count: obj.count,
positiveDelta: 0,
negativeDelta: 0,
signups: 0,
cancellations: 0
};
}
return this.fillMissingDates(this.subscriptionCountStats, {
positiveDelta: 0,
negativeDelta: 0,
count: 0,
signups: 0,
cancellations: 0
}, copyData, this.chartDays);
}
loadSiteStatus() {
if (this._loadSiteStatus.isRunning) {
// We need to explicitly wait for the already running task instead of dropping it and returning immediately
return this._loadSiteStatus.last;
}
return this._loadSiteStatus.perform();
}
@task
*_loadSiteStatus() {
this.siteStatus = null;
if (this.dashboardMocks.enabled) {
yield this.dashboardMocks.loadSiteStatus();
this.siteStatus = {...this.dashboardMocks.siteStatus};
return;
}
if (this.membersUtils.paidMembersEnabled) {
yield this.loadPaidTiers();
}
const hasPaidTiers = this.membersUtils.paidMembersEnabled && this.activePaidTiers && this.activePaidTiers.length > 0;
this.siteStatus = {
hasPaidTiers,
hasMultipleTiers: hasPaidTiers && this.activePaidTiers.length > 1,
newslettersEnabled: this.settings.editorDefaultEmailRecipients !== 'disabled',
membersEnabled: this.membersUtils.isMembersEnabled
};
}
loadPaidMembersByCadence() {
this.loadSubscriptionCountStats();
}
loadPaidMembersByTier() {
this.loadSubscriptionCountStats();
}
loadSubscriptionCountStats() {
if (this._loadSubscriptionCountStats.isRunning) {
// We need to explicitly wait for the already running task instead of dropping it and returning immediately
return this._loadSubscriptionCountStats.last;
}
return this._loadSubscriptionCountStats.perform();
}
/**
* Loads the subscriptions count history
*/
@task
*_loadSubscriptionCountStats() {
this.subscriptionCountStats = null;
if (this.dashboardMocks.enabled) {
yield this.dashboardMocks.waitRandom();
if (this.dashboardMocks.subscriptionCountStats === null) {
// Note: that this shouldn't happen
return null;
}
this.subscriptionCountStats = this.dashboardMocks.subscriptionCountStats;
this.paidMembersByCadence = {...this.dashboardMocks.paidMembersByCadence};
this.paidMembersByTier = [...this.dashboardMocks.paidMembersByTier];
return;
}
let statsUrl = this.ghostPaths.url.api('stats/subscriptions');
let result = yield this.ajax.request(statsUrl);
const paidMembersByCadence = {
month: 0,
year: 0
};
for (const cadence of result.meta.cadences) {
paidMembersByCadence[cadence] = result.meta.totals.reduce((sum, total) => {
if (total.cadence !== cadence) {
return sum;
}
return sum + total.count;
}, 0);
}
yield this.loadPaidTiers();
const paidMembersByTier = [];
for (const tier of result.meta.tiers) {
const _tier = this.paidTiers.find(x => x.id === tier);
if (!_tier) {
continue;
}
paidMembersByTier.push({
tier: {
id: _tier.id,
name: _tier.name
},
members: result.meta.totals.reduce((sum, total) => {
if (total.tier !== tier) {
return sum;
}
return sum + total.count;
}, 0)
});
}
// Add all missing tiers without members
for (const tier of this.activePaidTiers) {
if (!paidMembersByTier.find(t => t.tier.id === tier.id)) {
paidMembersByTier.push({
tier: {
id: tier.id,
name: tier.name
},
members: 0
});
}
}
const subscriptionCountStats = mergeStatsByDate(result.stats);
this.paidMembersByCadence = paidMembersByCadence;
this.paidMembersByTier = paidMembersByTier;
this.subscriptionCountStats = subscriptionCountStats;
}
loadMemberCountStats() {
if (this._loadMemberCountStats.isRunning) {
// We need to explicitly wait for the already running task instead of dropping it and returning immediately
return this._loadMemberCountStats.last;
}
return this._loadMemberCountStats.perform();
}
/**
* Loads the members count history
*/
@task
*_loadMemberCountStats() {
this.memberCountStats = null;
if (this.dashboardMocks.enabled) {
yield this.dashboardMocks.waitRandom();
if (this.dashboardMocks.memberCountStats === null) {
// Note: that this shouldn't happen
return null;
}
this.memberCountStats = this.dashboardMocks.memberCountStats;
return;
}
const stats = yield this.membersStats.fetchMemberCount();
this.memberCountStats = stats.stats.map((d) => {
return {
...d,
paidCanceled: d.paid_canceled,
paidSubscribed: d.paid_subscribed
};
});
}
loadMemberAttributionStats() {
if (this._loadMemberAttributionStats.isRunning) {
// We need to explicitly wait for the already running task instead of dropping it and returning immediately
return this._loadMemberAttributionStats.last;
}
return this._loadMemberAttributionStats.perform();
}
/**
* Loads the members attribution stats
*/
@task
*_loadMemberAttributionStats() {
this.memberAttributionStats = [];
if (this.dashboardMocks.enabled) {
yield this.dashboardMocks.waitRandom();
this.memberAttributionStats = this.dashboardMocks.memberAttributionStats;
return;
}
let statsUrl = this.ghostPaths.url.api('stats/referrers');
let stats = yield this.ajax.request(statsUrl);
this.memberAttributionStats = stats.stats.map((stat) => {
return {
...stat,
paidConversions: stat.paid_conversions
};
});
}
loadMrrStats() {
if (this._loadMrrStats.isRunning) {
// We need to explicitly wait for the already running task instead of dropping it and returning immediately
return this._loadMrrStats.last;
}
return this._loadMrrStats.perform();
}
/**
* Loads the mrr graphs for the current chartDays days
*/
@task
*_loadMrrStats() {
this.mrrStats = null;
if (this.dashboardMocks.enabled) {
yield this.dashboardMocks.waitRandom();
if (this.dashboardMocks.mrrStats === null) {
return null;
}
this.mrrStats = this.dashboardMocks.mrrStats;
return;
}
let statsUrl = this.ghostPaths.url.api('stats/mrr');
let stats = yield this.ajax.request(statsUrl);
// Only show the highest value currency and filter the other ones out
const totals = stats.meta.totals;
let currentMax = totals[0];
if (!currentMax) {
// No valid data
this.mrrStats = [];
return;
}
for (const total of totals) {
if (total.mrr > currentMax.mrr) {
currentMax = total;
}
}
const useCurrency = currentMax.currency;
this.mrrStats = stats.stats.filter(d => d.currency === useCurrency);
}
loadLastSeen() {
// todo: add proper logic to prevent duplicate calls + reuse results if nothing has changed
return this._loadLastSeen.perform();
}
/**
* Loads the last seen counts
*/
@task
*_loadLastSeen() {
this.membersLastSeen30d = null;
this.membersLastSeen7d = null;
if (this.dashboardMocks.enabled) {
yield this.dashboardMocks.waitRandom();
this.membersLastSeen30d = this.dashboardMocks.membersLastSeen30d;
this.membersLastSeen7d = this.dashboardMocks.membersLastSeen7d;
return;
}
const start30d = new Date(Date.now() - 30 * 86400 * 1000);
const start7d = new Date(Date.now() - 7 * 86400 * 1000);
// The cache is useless if we don't round on a fixed date.
start30d.setHours(0, 0, 0, 0);
start7d.setHours(0, 0, 0, 0);
let extraFilter = '';
if (this.lastSeenFilterStatus === 'paid') {
extraFilter = '+status:paid';
} else if (this.lastSeenFilterStatus === 'free') {
extraFilter = '+status:-paid';
}
const [result30d, result7d] = yield Promise.all([
this.membersCountCache.count('last_seen_at:>' + start30d.toISOString() + extraFilter),
this.membersCountCache.count('last_seen_at:>' + start7d.toISOString() + extraFilter)
]);
this.membersLastSeen30d = result30d;
this.membersLastSeen7d = result7d;
}
loadPaidTiers() {
if (this.paidTiers !== null) {
return;
}
if (this._loadPaidTiers.isRunning) {
// We need to explicitly wait for the already running task instead of dropping it and returning immediately
return this._loadPaidTiers.last;
}
return this._loadPaidTiers.perform();
}
@task
*_loadPaidTiers() {
const data = yield this.store.query('tier', {
filter: 'type:paid',
limit: 'all'
});
this.paidTiers = data.toArray();
}
loadNewsletterSubscribers() {
if (this._loadNewsletterSubscribers.isRunning) {
// We need to explicitly wait for the already running task instead of dropping it and returning immediately
return this._loadNewsletterSubscribers.last;
}
return this._loadNewsletterSubscribers.perform();
}
@task
*_loadNewsletterSubscribers() {
this.newsletterSubscribers = null;
if (this.dashboardMocks.enabled) {
yield this.dashboardMocks.waitRandom();
this.newsletterSubscribers = this.dashboardMocks.newsletterSubscribers;
return;
}
const [paid, free] = yield Promise.all([
this.membersCountCache.count('newsletters.status:active+status:-free+email_disabled:0'),
this.membersCountCache.count('newsletters.status:active+status:free+email_disabled:0')
]);
this.newsletterSubscribers = {
total: paid + free,
free,
paid
};
}
loadEmailsSent() {
if (this._loadEmailsSent.isRunning) {
// We need to explicitly wait for the already running task instead of dropping it and returning immediately
return this._loadEmailsSent.last;
}
return this._loadEmailsSent.perform();
}
@task
*_loadEmailsSent() {
this.emailsSent30d = null;
if (this.dashboardMocks.enabled) {
yield this.dashboardMocks.waitRandom();
this.emailsSent30d = this.dashboardMocks.emailsSent30d;
return;
}
const start30d = new Date(Date.now() - 30 * 86400 * 1000);
const result = yield this.store.query('email', {limit: 100, filter: `submitted_at:>'${start30d.toISOString()}'`});
this.emailsSent30d = result.reduce((c, email) => c + email.emailCount, 0);
}
loadEmailOpenRateStats() {
if (this._loadEmailOpenRateStats.isRunning) {
// We need to explicitly wait for the already running task instead of dropping it and returning immediately
return this._loadEmailOpenRateStats.last;
}
return this._loadEmailOpenRateStats.perform();
}
@task
*_loadEmailOpenRateStats() {
this.emailOpenRateStats = null;
if (this.dashboardMocks.enabled) {
yield this.dashboardMocks.waitRandom();
this.emailOpenRateStats = this.dashboardMocks.emailOpenRateStats;
return;
}
const limit = 8;
let query = {
filter: 'email_count:-0',
order: 'submitted_at desc',
limit: limit
};
const results = yield this.store.query('email', query);
const data = results.toArray();
let stats = data.map((d) => {
return {
subject: d.subject,
submittedAt: moment(d.submittedAtUTC).format('YYYY-MM-DD'),
openRate: d.openRate
};
});
const paddedResults = [];
if (data.length < limit) {
const pad = limit - data.length;
const lastSubmittedAt = data.length > 0 ? data[results.length - 1].submittedAtUTC : moment();
for (let i = 0; i < pad; i++) {
paddedResults.push({
subject: '',
submittedAt: moment(lastSubmittedAt).subtract(i + 1, 'days').format('YYYY-MM-DD'),
openRate: 0
});
}
}
stats = stats.concat(paddedResults);
stats.reverse();
this.emailOpenRateStats = stats;
}
/**
* For now this is only used when reloading all the graphs after changing the mocked data
* @todo: reload only data that we loaded earlier
*/
async reloadAll() {
// Clear all pending tasks (if any)
// Promise.all doesn't work here because they sometimes return undefined
await this._loadSiteStatus.cancelAll();
await this._loadMrrStats.cancelAll();
await this._loadMemberCountStats.cancelAll();
await this._loadSubscriptionCountStats.cancelAll();
await this._loadLastSeen.cancelAll();
await this._loadNewsletterSubscribers.cancelAll();
await this._loadEmailsSent.cancelAll();
await this._loadEmailOpenRateStats.cancelAll();
await this._loadMemberAttributionStats.cancelAll();
// Restart tasks
this.loadSiteStatus();
this.loadMrrStats();
this.loadMemberCountStats();
this.loadSubscriptionCountStats();
this.loadLastSeen();
this.loadPaidMembersByCadence();
this.loadPaidMembersByTier();
this.loadNewsletterSubscribers();
this.loadEmailsSent();
this.loadEmailOpenRateStats();
this.loadMemberAttributionStats();
}
/**
* Fill data to match a given amount of days
* @param {MemberCountStat[]|MrrStat[]} data
* @param {MemberCountStat|MrrStat} defaultData
* @param {number|'all'} days Amount of days to fill the graph with
*/
fillMissingDates(data, defaultData, copyData, days) {
let currentRangeDate;
if (days === 'all') {
const MINIMUM_DAYS = 90;
currentRangeDate = moment().subtract(MINIMUM_DAYS - 1, 'days');
// Make sure all charts are synced correctly and have the same start date when choosing 'all time'
if (this.mrrStats !== null && this.mrrStats.length > 0) {
const date = moment(this.mrrStats[0].date);
if (date.toDate() < currentRangeDate.toDate()) {
currentRangeDate = date;
}
}
if (this.memberCountStats !== null && this.memberCountStats.length > 0) {
const date = moment(this.memberCountStats[0].date);
if (date.toDate() < currentRangeDate.toDate()) {
currentRangeDate = date;
}
}
} else {
currentRangeDate = moment().subtract(days - 1, 'days');
}
let endDate = moment().add(1, 'hour');
const output = [];
const firstDateInRangeIndex = data.findIndex((val) => {
return moment(val.date).isAfter(currentRangeDate);
});
let initialDateInRangeVal = firstDateInRangeIndex > 0 ? data[firstDateInRangeIndex - 1] : null;
if (firstDateInRangeIndex === 0 && !initialDateInRangeVal) {
initialDateInRangeVal = data[firstDateInRangeIndex];
}
if (data.length > 0 && !initialDateInRangeVal && firstDateInRangeIndex !== 0) {
initialDateInRangeVal = data[data.length - 1];
}
let lastVal = initialDateInRangeVal ? initialDateInRangeVal : defaultData;
while (currentRangeDate.isBefore(endDate)) {
let dateStr = currentRangeDate.format('YYYY-MM-DD');
const dataOnDate = data.find(d => d.date === dateStr);
if (dataOnDate) {
lastVal = dataOnDate;
} else {
lastVal = {
date: dateStr,
...copyData(lastVal)
};
}
output.push(lastVal);
currentRangeDate = currentRangeDate.add(1, 'day');
}
return output;
}
}