whisper-money/app/Services/Stats/ExperimentFunnelCollector.php

143 lines
5.3 KiB
PHP

<?php
namespace App\Services\Stats;
use App\Features\SubscriptionExperiment;
use App\Models\User;
use Carbon\CarbonImmutable;
class ExperimentFunnelCollector
{
/**
* Days after a variant's decision point (trial end / refund deadline) before
* a user's outcome is settled enough to score, to let the charge clear.
*/
private const SETTLE_BUFFER_DAYS = 3;
/**
* Per-variant funnel for the trial/pricing experiment. Users are attributed
* by the same deterministic bucket the runtime uses, so manual Pennant
* overrides (QA only) are intentionally not reflected here. "Net active" is
* a live, non-refunded subscription — an exact, heuristic-free metric that is
* comparable across variants once each cohort clears its own decision window.
*
* @return array{
* startedAt: ?CarbonImmutable,
* variants: array<string, array{
* assigned: int,
* subscribed: int,
* trialing: int,
* active: int,
* canceled: int,
* pastDue: int,
* refunded: int,
* assignedMature: int,
* activeMature: int,
* netActiveRate: ?float,
* }>
* }
*/
public function collect(): array
{
$startedValue = config('subscriptions.experiment.started_at');
$startedAt = $startedValue !== null ? CarbonImmutable::parse($startedValue) : null;
$variants = [
SubscriptionExperiment::CONTROL => $this->emptyRow(),
SubscriptionExperiment::REDUCED_TRIAL => $this->emptyRow(),
SubscriptionExperiment::PAY_NOW => $this->emptyRow(),
];
if ($startedAt === null) {
return ['startedAt' => null, 'variants' => $variants];
}
$now = CarbonImmutable::now('UTC');
$excluded = (array) config('ai_suggestions.report.excluded_emails', []);
$windows = $this->decisionWindows();
User::query()
->where('users.created_at', '>=', $startedAt)
->when($excluded !== [], fn ($query) => $query->whereNotIn('email', $excluded))
->with(['subscriptions' => fn ($query) => $query->where('type', 'default')])
->select(['id', 'created_at'])
->chunkById(500, function ($users) use (&$variants, $windows, $now): void {
foreach ($users as $user) {
$variant = SubscriptionExperiment::bucket((string) $user->getKey());
$row = &$variants[$variant];
$row['assigned']++;
$subscription = $user->subscriptions->sortByDesc('created_at')->first();
$status = $subscription?->stripe_status;
$netActive = $status === 'active' && $subscription->refunded_at === null;
if ($subscription !== null) {
$row['subscribed']++;
$row['trialing'] += $status === 'trialing' ? 1 : 0;
$row['active'] += $status === 'active' ? 1 : 0;
$row['canceled'] += $status === 'canceled' ? 1 : 0;
$row['pastDue'] += $status === 'past_due' ? 1 : 0;
$row['refunded'] += $subscription->refunded_at !== null ? 1 : 0;
}
$mature = CarbonImmutable::parse($user->created_at)
->addDays($windows[$variant] + self::SETTLE_BUFFER_DAYS)
->lessThanOrEqualTo($now);
if ($mature) {
$row['assignedMature']++;
$row['activeMature'] += $netActive ? 1 : 0;
}
unset($row);
}
});
foreach ($variants as $key => $row) {
$variants[$key]['netActiveRate'] = $row['assignedMature'] > 0
? $row['activeMature'] / $row['assignedMature']
: null;
}
return ['startedAt' => $startedAt, 'variants' => $variants];
}
/**
* @return array{assigned: int, subscribed: int, trialing: int, active: int, canceled: int, pastDue: int, refunded: int, assignedMature: int, activeMature: int, netActiveRate: ?float}
*/
private function emptyRow(): array
{
return [
'assigned' => 0,
'subscribed' => 0,
'trialing' => 0,
'active' => 0,
'canceled' => 0,
'pastDue' => 0,
'refunded' => 0,
'assignedMature' => 0,
'activeMature' => 0,
'netActiveRate' => null,
];
}
/**
* Days from signup until each variant's outcome can be scored: the trial
* length (the longer of the two reduced trials) or the refund window.
*
* @return array<string, int>
*/
private function decisionWindows(): array
{
return [
SubscriptionExperiment::CONTROL => (int) config('subscriptions.plans.monthly.trial_days', 15),
SubscriptionExperiment::REDUCED_TRIAL => max(
(int) config('subscriptions.experiment.reduced_trial.monthly', 3),
(int) config('subscriptions.experiment.reduced_trial.yearly', 7),
),
SubscriptionExperiment::PAY_NOW => (int) config('subscriptions.experiment.pay_now_refund_window_days', 3),
];
}
}