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import clickhouse from '@/lib/clickhouse';
import { CLICKHOUSE, PRISMA, runQuery } from '@/lib/db';
import prisma from '@/lib/prisma';
import type { QueryFilters } from '@/lib/types';
export interface JourneyParameters {
startDate: Date;
endDate: Date;
steps: number;
startStep?: string;
endStep?: string;
}
export interface JourneyResult {
e1: string;
e2: string;
e3: string;
e4: string;
e5: string;
e6: string;
e7: string;
count: number;
}
export async function getJourney(
...args: [websiteId: string, parameters: JourneyParameters, filters: QueryFilters]
) {
return runQuery({
[PRISMA]: () => relationalQuery(...args),
[CLICKHOUSE]: () => clickhouseQuery(...args),
});
}
async function relationalQuery(
websiteId: string,
parameters: JourneyParameters,
filters: QueryFilters,
): Promise<JourneyResult[]> {
const { startDate, endDate, steps, startStep, endStep } = parameters;
const { rawQuery, parseFilters } = prisma;
const { sequenceQuery, startStepQuery, endStepQuery, params } = getJourneyQuery(
steps,
startStep,
endStep,
);
const { filterQuery, joinSessionQuery, cohortQuery, queryParams } = parseFilters({
...filters,
websiteId,
startDate,
endDate,
});
function getJourneyQuery(
steps: number,
startStep?: string,
endStep?: string,
): {
sequenceQuery: string;
startStepQuery: string;
endStepQuery: string;
params: Record<string, string>;
} {
const params = {};
let sequenceQuery = '';
let startStepQuery = '';
let endStepQuery = '';
// create sequence query
let selectQuery = '';
let maxQuery = '';
let groupByQuery = '';
for (let i = 1; i <= steps; i++) {
const endQuery = i < steps ? ',' : '';
selectQuery += `s.e${i},`;
maxQuery += `\nmax(CASE WHEN event_number = ${i} THEN "event" ELSE NULL END) AS e${i}${endQuery}`;
groupByQuery += `s.e${i}${endQuery} `;
}
sequenceQuery = `\nsequences as (
select ${selectQuery}
count(*) count
FROM (
select visit_id,
${maxQuery}
FROM events
group by visit_id) s
group by ${groupByQuery})
`;
// create start Step params query
if (startStep) {
startStepQuery = `and e1 = {{startStep}}`;
params.startStep = startStep;
}
// create end Step params query
if (endStep) {
for (let i = 1; i < steps; i++) {
const startQuery = i === 1 ? 'and (' : '\nor ';
endStepQuery += `${startQuery}(e${i} = {{endStep}} and e${i + 1} is null) `;
}
endStepQuery += `\nor (e${steps} = {{endStep}}))`;
params.endStep = endStep;
}
return {
sequenceQuery,
startStepQuery,
endStepQuery,
params,
};
}
return rawQuery(
`
WITH events AS (
select distinct
website_event.visit_id,
website_event.referrer_path,
coalesce(nullIf(website_event.event_name, ''), website_event.url_path) event,
row_number() OVER (PARTITION BY visit_id ORDER BY website_event.created_at) AS event_number
from website_event
${cohortQuery}
${joinSessionQuery}
where website_event.website_id = {{websiteId::uuid}}
and website_event.created_at between {{startDate}} and {{endDate}}
${filterQuery}),
${sequenceQuery}
select *
from sequences
where 1 = 1
${startStepQuery}
${endStepQuery}
order by count desc
limit 100
`,
{
...params,
...queryParams,
},
).then(parseResult);
}
async function clickhouseQuery(
websiteId: string,
parameters: JourneyParameters,
filters: QueryFilters,
): Promise<JourneyResult[]> {
const { startDate, endDate, steps, startStep, endStep } = parameters;
const { rawQuery, parseFilters } = clickhouse;
const { sequenceQuery, startStepQuery, endStepQuery, params } = getJourneyQuery(
steps,
startStep,
endStep,
);
const { filterQuery, cohortQuery, queryParams } = parseFilters({
...filters,
websiteId,
startDate,
endDate,
});
function getJourneyQuery(
steps: number,
startStep?: string,
endStep?: string,
): {
sequenceQuery: string;
startStepQuery: string;
endStepQuery: string;
params: Record<string, string>;
} {
const params = {};
let sequenceQuery = '';
let startStepQuery = '';
let endStepQuery = '';
// create sequence query
let selectQuery = '';
let maxQuery = '';
let groupByQuery = '';
for (let i = 1; i <= steps; i++) {
const endQuery = i < steps ? ',' : '';
selectQuery += `s.e${i},`;
maxQuery += `\nmax(CASE WHEN event_number = ${i} THEN "event" ELSE NULL END) AS e${i}${endQuery}`;
groupByQuery += `s.e${i}${endQuery} `;
}
sequenceQuery = `\nsequences as (
select ${selectQuery}
count(*) count
FROM (
select visit_id,
${maxQuery}
FROM events
group by visit_id) s
group by ${groupByQuery})
`;
// create start Step params query
if (startStep) {
startStepQuery = `and e1 = {startStep:String}`;
params.startStep = startStep;
}
// create end Step params query
if (endStep) {
for (let i = 1; i < steps; i++) {
const startQuery = i === 1 ? 'and (' : '\nor ';
endStepQuery += `${startQuery}(e${i} = {endStep:String} and e${i + 1} is null) `;
}
endStepQuery += `\nor (e${steps} = {endStep:String}))`;
params.endStep = endStep;
}
return {
sequenceQuery,
startStepQuery,
endStepQuery,
params,
};
}
return rawQuery(
`
WITH events AS (
select distinct
visit_id,
coalesce(nullIf(event_name, ''), url_path) "event",
row_number() OVER (PARTITION BY visit_id ORDER BY created_at) AS event_number
from website_event
${cohortQuery}
where website_id = {websiteId:UUID}
${filterQuery}
and created_at between {startDate:DateTime64} and {endDate:DateTime64}),
${sequenceQuery}
select *
from sequences
where 1 = 1
${startStepQuery}
${endStepQuery}
order by count desc
limit 100
`,
{
...params,
...queryParams,
},
).then(parseResult);
}
function combineSequentialDuplicates(array: any) {
if (array.length === 0) return array;
const result = [array[0]];
for (let i = 1; i < array.length; i++) {
if (array[i] !== array[i - 1]) {
result.push(array[i]);
}
}
return result;
}
function parseResult(data: any) {
return data.map(({ e1, e2, e3, e4, e5, e6, e7, count }) => ({
items: combineSequentialDuplicates([e1, e2, e3, e4, e5, e6, e7]),
count: +Number(count),
}));
}
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