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Scrape reviews from Chrome Web Store items, and get GPT summary.
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Pay per usage
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Andrew Kalita
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8 months ago
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# configurations.idea.vscode
# crawlee and apify storage foldersapify_storagecrawlee_storagestorage
# installed filesnode_modules
# git folder.gitroot = true
[*]indent_style = spaceindent_size = 4charset = utf-8trim_trailing_whitespace = trueinsert_final_newline = trueend_of_line = lf{ "root": true, "env": { "browser": true, "es2020": true, "node": true }, "extends": [ "@apify/eslint-config-ts" ], "parserOptions": { "project": "./tsconfig.json", "ecmaVersion": 2020 }, "ignorePatterns": [ "node_modules", "dist", "**/*.d.ts" ]}# This file tells Git which files shouldn't be added to source control
.DS_Store.idea.vscodedistnode_modulesapify_storagestorage
# Added by Apify CLI.venv{ "name": "chrome-webstore-reviews-v3", "version": "0.0.1", "type": "module", "description": "This is an example of an Apify actor.", "engines": { "node": ">=20.0.0" }, "dependencies": { "@apify/log": "^2.5.13", "@dqbd/tiktoken": "^1.0.20", "apify": "^3.2.6", "camoufox-js": "^0.2.1", "crawlee": "^3.11.5", "date-fns": "^4.1.0", "openai": "^4.86.2", "playwright": "1.50.1" }, "devDependencies": { "@apify/eslint-config-ts": "^0.3.0", "@apify/tsconfig": "^0.1.0", "@typescript-eslint/eslint-plugin": "^7.18.0", "@typescript-eslint/parser": "^7.18.0", "eslint": "^8.50.0", "tsx": "^4.6.2", "typescript": "^5.3.3" }, "scripts": { "start": "npm run start:dev", "start:prod": "node dist/main.js", "start:dev": "tsx src/main.ts", "build": "tsc", "lint": "eslint ./src --ext .ts", "lint:fix": "eslint ./src --ext .ts --fix", "test": "echo \"Error: oops, the actor has no tests yet, sad!\" && exit 1", "postinstall": "npx camoufox-js fetch" }, "author": "It's not you it's me", "license": "ISC", "packageManager": "pnpm@9.15.5+sha512.845196026aab1cc3f098a0474b64dfbab2afe7a1b4e91dd86895d8e4aa32a7a6d03049e2d0ad770bbe4de023a7122fb68c1a1d6e0d033c7076085f9d5d4800d4"}lockfileVersion: '9.0'
settings: autoInstallPeers: true excludeLinksFromLockfile: false
importers:
.: dependencies: '@apify/log': specifier: ^2.5.13 version: 2.5.13 '@dqbd/tiktoken': specifier: ^1.0.20 version: 1.0.20 apify: specifier: ^3.2.6 version: 3.3.2 camoufox-js: specifier: ^0.2.1 version: 0.2.1(encoding@0.1.13) crawlee: specifier: ^3.11.5 version: 3.13.0(playwright@1.50.1) date-fns: specifier: ^4.1.0 version: 4.1.0 openai: specifier: ^4.86.2 version: 4.86.2(encoding@0.1.13)(ws@8.18.1) playwright: specifier: 1.50.1 version: 1.50.1 devDependencies: '@apify/eslint-config-ts': specifier: ^0.3.0 version: 0.3.0(@typescript-eslint/eslint-plugin@7.18.0(@typescript-eslint/parser@7.18.0(eslint@8.57.1)(typescript@5.8.2))(eslint@8.57.1)(typescript@5.8.2))(@typescript-eslint/parser@7.18.0(eslint@8.57.1)(typescript@5.8.2))(eslint@8.57.1)(typescript@5.8.2) '@apify/tsconfig': specifier: ^0.1.0 version: 0.1.0 '@typescript-eslint/eslint-plugin': specifier: ^7.18.0 version: 7.18.0(@typescript-eslint/parser@7.18.0(eslint@8.57.1)(typescript@5.8.2))(eslint@8.57.1)(typescript@5.8.2) '@typescript-eslint/parser': specifier: ^7.18.0 version: 7.18.0(eslint@8.57.1)(typescript@5.8.2) eslint: specifier: ^8.50.0 version: 8.57.1 tsx: specifier: ^4.6.2 version: 4.19.3 typescript: specifier: ^5.3.3 version: 5.8.2
packages:
'@apify/consts@2.37.0': resolution: {integrity: sha512-GCK7wZcUPnHMUpoxd1tgbDgojdgcdxpnaF8UX5h5/hq5ZPdlik7EP2CkU6MpRfYxYl8T5LOsANUJvdB6bGthKA==}
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yoctocolors-cjs@2.1.2: {}{ "extends": "@apify/tsconfig", "compilerOptions": { "module": "NodeNext", "moduleResolution": "NodeNext", "target": "ES2022", "outDir": "dist", "noUnusedLocals": false, "skipLibCheck": true, "lib": ["DOM"] }, "include": [ "./src/**/*" ]}# Specify the base Docker image. You can read more about# the available images at https://crawlee.dev/docs/guides/docker-images# You can also use any other image from Docker Hub.FROM apify/actor-node-playwright-chrome:20-1.50.1 AS builder
# Check preinstalled packagesRUN npm ls crawlee apify puppeteer playwright
# Copy just package.json and package-lock.json# to speed up the build using Docker layer cache.COPY package*.json ./
# Install all dependencies. Don't audit to speed up the installation.RUN npm install --include=dev --audit=false
# Next, copy the source files using the user set# in the base image.COPY . ./
# Install all dependencies and build the project.# Don't audit to speed up the installation.RUN npm run build
# Create final imageFROM apify/actor-node-playwright-chrome:20-1.50.1
# Check preinstalled packagesRUN npm ls crawlee apify puppeteer playwright
# Copy just package.json and package-lock.json# to speed up the build using Docker layer cache.COPY package*.json ./
# Ensure we'll install Camoufox using the npm postinstall scriptENV PLAYWRIGHT_SKIP_BROWSER_DOWNLOAD=0# Install NPM packages, skip optional and development dependencies to# keep the image small. Avoid logging too much and print the dependency# tree for debuggingRUN npm --quiet set progress=false \ && npm install --omit=dev \ && echo "Installed NPM packages:" \ && (npm list --omit=dev --all || true) \ && echo "Node.js version:" \ && node --version \ && echo "NPM version:" \ && npm --version \ && rm -r ~/.npm
# Copy built JS files from builder imageCOPY /home/myuser/dist ./dist
# Next, copy the remaining files and directories with the source code.# Since we do this after NPM install, quick build will be really fast# for most source file changes.COPY . ./
# Run the image. If you know you won't need headful browsers,# you can remove the XVFB start script for a micro perf gain.CMD ./start_xvfb_and_run_cmd.sh && npm run start:prod --silent{ "actorSpecification": 1, "name": "chrome-webstore-reviews-crawler", "title": "Chrome Web Store Reviews Crawler + GPT Summary", "description": "Scrape reviews from Chrome Web Store items and get GPT summary", "minMemoryMbytes": 4096, "maxMemoryMbytes": 8192, "version": "1.0", "input": "./input_schema.json", "storages": { "dataset": "./dataset_schema.json" }, "dockerfile": "./Dockerfile", "environmentVariables": { "OPENAI_API_KEY": "@OPENAI_API_KEY" }}{ "actorSpecification": 1, "views": { "Reviews": { "title": "Reviews", "transformation": { "omit": [ "gpt" ], "unwind": [ "reviews" ] }, "display": { "component": "table", "properties": { "date": { "label": "Date", "format": "date" }, "text": { "label": "Text", "format": "text" }, "person": { "label": "Reviewer", "format": "text" }, "rating": { "label": "Rating", "format": "number" }, "photoSrc": { "label": "Photo", "format": "string" } } } }, "GPT": { "title": "GPT", "transformation": { "omit": [ "reviews" ], "unwind": [ "gpt" ] }, "display": { "component": "table", "properties": { "summary": { "label": "Summary", "format": "text" }, "category": { "label": "Category", "format": "text" } } } } }}{ "title": "Chrome Web Store Reviews Crawler + GPT Summary", "type": "object", "schemaVersion": 1, "properties": { "extensionIDs": { "title": "Chrome Webstore Item IDs", "type": "array", "description": "Extract ID from the link https://chromewebstore.google.com/detail/math-ai/[EXTENSION-ID], and put it in the input field.", "editor": "stringList", "prefill": [ "aomkpefnllinimbhddlfhelelngakbbn" ] } }, "required": [ "extensionIDs" ]}
1// For more information, see https://docs.apify.com/sdk/js2import { Actor } from 'apify';3// For more information, see https://crawlee.dev4import { PlaywrightCrawler } from 'crawlee';5// this is ESM project, and as such, it requires you to specify extensions in your relative imports6// read more about this here: https://nodejs.org/docs/latest-v18.x/api/esm.html#mandatory-file-extensions7// note that we need to use `.js` even when inside TS files8import { firefox } from 'playwright';9import { launchOptions as camoufoxLaunchOptions } from 'camoufox-js';10import log from '@apify/log';11import { router } from './router.js';12import { summarise } from './summarise.js';13
14interface Input {15 extensionIDs: string[];16}17
18function convertIdsToUrls(ids: string[]): string[] {19 return ids.map((id) => `https://chromewebstore.google.com/detail/${id}/reviews?hl=en`);20}21
22await Actor.main(async () => {23 // Structure of input is defined in input_schema.json24 const {25 extensionIDs = [],26 } = await Actor.getInput<Input>() ?? {} as Input;27
28 const proxyConfiguration = await Actor.createProxyConfiguration();29
30 const crawler = new PlaywrightCrawler({31 proxyConfiguration,32 maxRequestsPerCrawl: 5,33 requestHandler: router,34 requestHandlerTimeoutSecs: 10000,35 launchContext: {36 launcher: firefox,37 launchOptions: await camoufoxLaunchOptions({38 headless: true,39 }),40 },41 });42
43 const crawlUrls = convertIdsToUrls(extensionIDs);44 log.info('Input Chrome Extensions URLs:');45 crawlUrls.forEach((url, index) => {46 log.info(`${index + 1}: ${url}`);47 });48
49 await crawler.run(crawlUrls);50
51 const dataset = await Actor.openDataset();52 const data = await dataset.getData();53
54 log.info('Creating summary with GPT...');55 const response = await summarise(data.items[0].reviews);56
57 await Actor.pushData({58 gpt: response.summaries,59 });60 log.info('Finished creating GPT Summary.');61});1import { createPlaywrightRouter, Dataset } from 'crawlee';2import { parse } from 'date-fns';3import { Review } from './types.js';4
5export const router = createPlaywrightRouter();6
7const SELECTORS = {8 reviewSection: 'section.T7rvce',9 dateSpan: 'span.ydlbEf',10 textParagraph: 'p.fzDEpf',11 personSpan: 'span.LfYwpe',12 ratingDiv: 'div.B1UG8d',13 image: 'img.ZmDEud',14 loadMoreButton: 'button:has-text("Load More")',15 reviewsLanguage: 'span:has-text("English")',16 allReviewsOptions: 'li[role="option"]:has-text("All languages")',17};18
19function convertToDate(dateString: string): Date {20 // Define the date format and parse the string21 const format = 'MMM d, yyyy';22 return parse(dateString, format, new Date());23}24
25// Function to open the dropdown menu and select "All languages" option26// @ts-expect-error lazy27const selectAllReviews = async (page, log) => {28 try {29 // Wait for and click the "English" dropdown30 const dropdownMenu = await page.waitForSelector(SELECTORS.reviewsLanguage, {31 timeout: 8000,32 });33 if (dropdownMenu) {34 await dropdownMenu.click();35 log.info('Dropdown menu clicked.');36
37 // Add a short delay to allow the dropdown to open38 await page.waitForTimeout(500);39
40 // Now find and click the "All languages" option41 const allLanguagesItem = await page.waitForSelector(42 SELECTORS.allReviewsOptions,43 { timeout: 8000 },44 );45 if (allLanguagesItem) {46 await allLanguagesItem.click();47 log.info('"All languages" item clicked.');48 } else {49 log.error(50 'The "All languages" item was not found or not interactable.',51 );52 }53 } else {54 log.error('Dropdown menu was not found.');55 }56 } catch (error) {57 log.warning(`An error occurred while selecting "All languages"`);58 }59};60
61// Function to click the "Load More" button if it exists62// @ts-expect-error lazy63const clickLoadButton = async (page): Promise<boolean> => {64 try {65 // Use a locator to locate the button and click on it directly66 const loadMoreButton = page.locator(SELECTORS.loadMoreButton);67
68 // Click the button, Playwright will auto-wait for the button to be ready69 await loadMoreButton.click();70
71 // Return true if the click was successful72 return true;73 } catch (error) {74 // Return false if any error occurs75 return false;76 }77};78
79// Function to scrape all reviews from the fully expanded page80// @ts-expect-error lazy81const scrapeReviews = async (page, log): Promise<Review[]> => {82 const reviewElements = await page.$$(SELECTORS.reviewSection);83 const reviews: Review[] = [];84 const reviewKeys = new Set();85
86 let index = 1;87 for (const reviewElement of reviewElements) {88 const dateElement = await reviewElement.$(SELECTORS.dateSpan);89 const textElement = await reviewElement.$(SELECTORS.textParagraph);90 const personElement = await reviewElement.$(SELECTORS.personSpan);91 const ratingElement = await reviewElement.$(SELECTORS.ratingDiv);92 const photoElement = await reviewElement.$(SELECTORS.image);93
94 const date = dateElement ? convertToDate(await dateElement.innerText()) : null;95 const text = textElement ? await textElement.innerText() : null;96 const person = personElement ? await personElement.innerText() : null;97 const photoSrc = photoElement ? await photoElement.getAttribute('src') : null;98
99 let rating = null;100 if (ratingElement) {101 const title = await ratingElement.getAttribute('title') || '';102 const match = title.match(/(\d+) out of 5 stars/);103 if (match) {104 rating = match[1];105 }106 }107
108 // Create a unique key for deduplication109 const reviewKey = `Person: ${person} Date:${date}`;110
111 if (!reviewKeys.has(reviewKey)) {112 log.info(`[Added] ${index}: ${reviewKey}`);113 reviewKeys.add(reviewKey);114 reviews.push({ date, text, person, rating, photoSrc });115 index++;116 } else {117 log.debug(`[Duplicate] ${reviewKey}`);118 }119 }120
121 return reviews;122};123
124router.addDefaultHandler(async ({ page, log }) => {125 log.info(`Starting to scrape on: ${page.url()}`);126 log.info(`Title: ${await page.title()}`);127
128 await selectAllReviews(page, log);129
130 // Load all reviews by clicking "Load More"131 let hasMoreContent = true;132 while (hasMoreContent) {133 const successfulClick = await clickLoadButton(page);134 if (successfulClick) {135 log.info('Loaded more reviews.');136 } else {137 log.info('No more reviews to load.');138 await page.waitForSelector(SELECTORS.reviewSection, { timeout: 5000 });139 hasMoreContent = false;140 }141 }142
143 log.info('Scraping reviews...');144 const reviews = await scrapeReviews(page, log);145 log.info(`Scraped ${reviews.length} unique reviews...`);146
147 // Store the results in the default dataset148 await Dataset.pushData({ reviews });149});1export const reviewSchema = {2 name: 'review_summary_list',3 schema: {4 type: 'object',5 properties: {6 summaries: {7 type: 'array',8 items: {9 type: 'object',10 properties: {11 category: {12 type: 'string',13 enum: [14 'pain_anger',15 'ideas',16 'money_talk',17 ],18 description: 'The category of the review summary.',19 },20 summary: {21 type: 'string',22 description: 'A summary of the reviews.',23 },24 supporting_reviews: {25 type: 'array',26 items: {27 $ref: '#/$defs/review',28 },29 },30 },31 required: [32 'category',33 'summary',34 'supporting_reviews',35 ],36 additionalProperties: false,37 },38 },39 },40 required: [41 'summaries',42 ],43 additionalProperties: false,44 $defs: {45 review: {46 type: 'object',47 properties: {48 date: {49 type: 'string',50 description: 'The date when the review was written.',51 },52 text: {53 type: 'string',54 description: 'The text content of the review.',55 },56 person: {57 type: 'string',58 description: 'The name of the person who wrote the review.',59 },60 rating: {61 type: 'string',62 description: 'The rating given by the reviewer.',63 },64 },65 required: [66 'date',67 'text',68 'person',69 'rating',70 ],71 additionalProperties: false,72 },73 },74 },75 strict: true,76};1import OpenAI from 'openai';2import { encoding_for_model } from '@dqbd/tiktoken';3import { reviewSchema } from './schema.js';4import { Review } from './types.js';5
6const openai = new OpenAI({ apiKey: process.env.OPENAI_API_KEY || '' });7const tokenizer = encoding_for_model('gpt-4o');8
9/**10 * Cleans the reviews by removing photoSrc.11 */12function cleanReviews(reviews: Array<Review>): Array<Omit<Review, 'photoSrc'>> {13 return reviews.map(({ photoSrc, ...rest }) => rest);14}15
16/**17 * Tokenizes a JSON object and returns token count.18 */19function countTokens(text: string): number {20 return tokenizer.encode(text).length;21}22
23/**24 * Splits reviews into chunks based on token count.25 */26function chunkByTokens(reviews: Array<Omit<Review, 'photoSrc'>>, maxTokens = 128000): Array<{27 chunk: Array<Omit<Review, 'photoSrc'>>,28 tokenCount: number29}> {30 const chunks: Array<{ chunk: Array<Omit<Review, 'photoSrc'>>, tokenCount: number }> = [];31 let currentChunk: Array<Omit<Review, 'photoSrc'>> = [];32 let currentTokenCount = 0;33
34 for (const review of reviews) {35 const reviewTokenCount = countTokens(JSON.stringify(review));36 // If adding the review exceeds maxTokens, start a new chunk37 if (currentTokenCount + reviewTokenCount > maxTokens) {38 chunks.push({ chunk: currentChunk, tokenCount: currentTokenCount });39 currentChunk = [];40 currentTokenCount = 0;41 }42 currentChunk.push(review);43 currentTokenCount += reviewTokenCount;44 }45
46 // Add last chunk if not empty47 if (currentChunk.length > 0) {48 chunks.push({ chunk: currentChunk, tokenCount: currentTokenCount });49 }50
51 return chunks;52}53
54/**55 * Summarizes a chunk of reviews using OpenAI.56 */57async function summarizeChunk(reviews: Array<Omit<Review, 'photoSrc'>>) {58 const completion = await openai.chat.completions.create({59 model: 'gpt-4o',60 max_tokens: 4096, // Adjust based on desired output length61 response_format: {62 type: 'json_schema',63 json_schema: reviewSchema,64 },65 messages: [66 {67 role: 'system',68 content: ` You are a product review summarizer.\n69 Please analyze the provided reviews and summarize them according to the given JSON schema.\n70 IMPORTANT: Provide more than one summary per category if available.\n `,71 },72 {73 role: 'user',74 content: `Here are ${reviews.length} reviews: ${JSON.stringify(reviews, null, 0)}`,75 },76 ],77 });78 return JSON.parse(completion.choices[0].message?.content || '{}');79}80
81/**82 * Merges multiple summaries into a single final summary using OpenAI.83 */84async function generateFinalSummary(partialSummaries: any[]): Promise<any> {85 const finalCompletion = await openai.chat.completions.create({86 model: 'gpt-4o',87 response_format: {88 type: 'json_schema',89 json_schema: reviewSchema,90 },91 messages: [92 {93 role: 'system',94 content: ` You are a review summary aggregator.\n95 You will receive multiple review summaries and your task is to merge them into a final cohesive summary.\n96 Ensure the final summary is structured well, avoids repetition, and provides a clear, complete view of the reviews.\n `,97 },98 {99 role: 'user',100 content: `Here are the partial summaries: ${JSON.stringify(partialSummaries, null, 0)}`,101 },102 ],103 });104 return JSON.parse(finalCompletion.choices[0].message?.content || '{}');105}106
107/**108 * Main function to summarize reviews efficiently.109 */110export async function summarise(reviews: Array<Review>) {111 const cleanedReviews = cleanReviews(reviews);112 const chunks = chunkByTokens(cleanedReviews, 128000); // Dynamically split reviews by token count113 console.log(`Processing ${chunks.length} chunks in parallel...`);114
115 chunks.forEach(({ chunk, tokenCount }, index) => {116 console.log(`Chunk ${index + 1}: ${chunk.length} reviews, ${tokenCount} tokens`);117 });118
119 // Process chunks in parallel120 const partialSummaries = await Promise.all(chunks.map(({ chunk }) => summarizeChunk(chunk)));121
122 // If there's only one chunk, return its summary directly123 if (chunks.length === 1) {124 return partialSummaries[0];125 }126
127 // Make a final OpenAI call to merge summaries into a single cohesive summary128 return await generateFinalSummary(partialSummaries);129}1export interface Review {2 date: Date | null;3 text: string | null;4 person: string | null;5 rating: string | null;6 photoSrc: string | null;7}