24-Ajax 爬取案例实战

AI悦创原创2023/1/31大约 39 分钟...约 11618 字

你好，我是悦创。

上一课时我们学习了 Ajax 的基本原理和分析方法，这一课时我们结合实际案例，学习 Ajax 分析和爬取页面的具体实现。

1. 准备工作

在开始学习之前，我们需要做好如下的准备工作：

安装好 Python 3（最低为 3.6 版本），并能成功运行 Python 3 程序。
了解 Python HTTP 请求库 requests 的基本用法。
了解 Ajax 的基础知识和分析 Ajax 的基本方法。

以上内容在前面的课时中均有讲解，如你尚未准备好建议先熟悉一下这些内容。

2. 爬取目标

本课时我们以一个动态渲染网站为例来试验一下 Ajax 的爬取。其链接为：https://dynamic1.scrape.center/，页面如图所示。

这个页面看似和我们上一课时的案例一模一样，但其实不是，它的后台实现逻辑和数据加载方式与上一课时完全不同，只不过最后呈现的样式是一样的。

这个网站同样支持翻页，可以点击最下方的页码来切换到下一页，如图所示。

点击每一个电影的链接进入详情页，页面结构也是完全一样的，如图所示。

我们需要爬取的数据也和原来是相同的，包括电影的名称、封面、类别、上映日期、评分、剧情简介等信息。

本课时我们需要完成的目标有：

分析页面数据的加载逻辑。
用 requests 实现 Ajax 数据的爬取。
将每部电影的数据保存成一个 JSON 数据文件。

由于本课时主要讲解 Ajax，所以对于数据存储和加速部分就不再展开实现，主要是讲解 Ajax 的分析和爬取。

那么我们现在就开始正式学习吧。

3. 初步探索

首先，我们尝试用之前的 requests 来直接提取页面，看看会得到怎样的结果。用最简单的代码实现一下 requests 获取首页源码的过程，代码如下：

import requests

url = 'https://dynamic1.scrape.center/'
html = requests.get(url).text
print(html)

运行结果如下：

可以看到我们只爬取到了这么一点 HTML 内容，而在浏览器中打开这个页面却能看到这样的结果，如图所示。

也就是说在 HTML 中我们只能在源码中看到引用了一些 JavaScript 和 CSS 文件，并没有观察任何有关电影数据的信息。

如果遇到这样的情况，说明我们现在看到的整个页面是通过 JavaScript 渲染得到的，浏览器执行了 HTML 中所引用的 JavaScript 文件，JavaScript 通过调用一些数据加载和页面渲染的方法，才最终呈现了图中所示的页面。

在一般情况下，这些数据都是通过 Ajax 来加载的， JavaScript 在后台调用这些 Ajax 数据接口，得到数据之后，再把数据进行解析并渲染呈现出来，得到最终的页面。所以说，要想爬取这个页面，我们可以通过直接爬取 Ajax 接口获取数据。

在上一课时中，我们已经了解了用 Ajax 分析的基本方法。下面我们就来分析下 Ajax 接口的逻辑并实现数据爬取吧。

4. 爬取列表页

首先我们来分析下列表页的 Ajax 接口逻辑，打开浏览器开发者工具，切换到 Network 面板，勾选上「Preserve Log」并切换到「XHR」选项卡，如图所示。

接着，我们重新刷新页面，然后点击第 2 页、第 3 页、第 4 页的按钮，这时候可以看到页面上的数据发生了变化，同时在开发者工具下方会监听到几个 Ajax 请求，如图所示。

由于我们切换了 4 页，所以这里正好也出现了 4 个 Ajax 请求，我们可以任选一个点击查看其请求详情，观察其请求的 URL、参数以及响应内容是怎样的，如图所示。

这里我们点开第 2 个结果，观察到其 Ajax 接口请求的 URL 地址为：https://dynamic1.scrape.center/api/movie/?limit=10&offset=10，这里有两个参数，一个是 limit，其值为 10，一个是 offset，它的值也是 10。

通过观察多个 Ajax 接口的参数，我们可以发现这么一个规律：limit 的值一直为 10，这就正好对应着每页 10 条数据；offset 的值在依次变大，页面每加 1 页，offset 就加 10，这就代表着页面的数据偏移量，比如第 2 页的 offset 值为 10 代表跳过 10 条数据，返回从第 11 条数据开始的结果，再加上 limit 的限制，就代表返回第 11~20 条数据的结果。

接着我们再观察下响应的数据，切换到 Preview 选项卡，结果如图所示。

可以看到结果是一些 JSON 数据，它有一个 results 字段，这是一个列表，列表的每一个元素都是一个字典。观察一下字典的内容，发现我们可以看到对应的电影数据的字段了，如 name、alias、cover、categories，对比下浏览器中的真实数据，各个内容是完全一致的，而且这个数据已经非常结构化了，完全就是我们想要爬取的数据，真是得来全不费工夫。

这样的话，我们只需要把所有页面的 Ajax 接口构造出来，那么所有的列表页数据我们都可以轻松获取到了。

我们先定义一些准备工作，导入一些所需的库并定义一些配置，代码如下：

import requests
import logging

logging.basicConfig(level=logging.INFO,
                    format='%(asctime)s-%(levelname)s:%(message)s')

INDEX_URL = 'https://dynamic1.scrape.center/api/movie/?limit={limit}&offset={offset}'

这里我们引入了 requests 和 logging 库，并定义了 logging 的基本配置，接着我们定义 INDEX_URL，这里把 limit 和 offset 预留出来变成占位符，可以动态传入参数构造成一个完整的列表页 URL。

下面我们来实现一下列表页的爬取，还是和原来一样，我们先定义一个通用的爬取方法，代码如下：

def scrape_api(url):
    logging.info('scraping %s...', url)
    try:
        response = requests.get(url)
        if response.status_code == 200:
            return response.json()
        logging.error('get invalid status code %s while scraping %s', response.status_code, url)
    except requests.RequestException:
        logging.error('error occurred while scraping %s', url, exc_info=True)

这里我们定义一个 scrape_api 方法，和之前不同的是，这个方法专门用来处理 JSON 接口，最后的 response 调用的是 json 方法，它可以解析响应的内容并将其转化成 JSON 字符串。

在这个基础之上，我们定义一个爬取列表页的方法，代码如下：

LIMIT = 10


def scrape_index(page):
    url = INDEX_URL.format(limit=LIMIT, offset=LIMIT * (page - 1))
    return scrape_api(url)

这里我们定义了一个 scrape_index 方法，用来接收参数 page，page 代表列表页的页码。

这里我们先构造了一个 URL，通过字符串的 format 方法，传入 limit 和 offset 的值。这里的 limit 直接使用了全局变量 LIMIT 的值，offset 则是动态计算的，计算方法是页码数减 1 再乘以 limit，比如第 1 页的 offset 值就是 0，第 2 页的 offset 值就是 10，以此类推。构造好 URL 之后，直接调用 scrape_api 方法并返回结果即可。

这样我们就完成了列表页的爬取，每次请求都会得到一页 10 部的电影数据。

由于这时爬取到的数据已经是 JSON 类型了，所以我们不用像之前一样去解析 HTML 代码来提取数据，爬到的数据就是我们想要的结构化数据，因此解析这一步这里我们就可以直接省略啦。

到此为止，我们就能成功爬取列表页并提取出电影列表信息了。

5. 爬取详情页

这时候我们已经可以拿到每一页的电影数据了，但是实际上这些数据还缺少一些我们想要的信息，如剧情简介等，所以我们需要进一步进入到详情页来获取这些内容。

这时候我们点击任意一部电影，如《教父》，进入到其详情页面，这时候可以发现页面的 URL 已经变成了 https://dynamic1.scrape.center/detail/40/，页面也成功展示了详情页的信息，如图所示。

另外我们也可以观察到在开发者工具中又出现了一个 Ajax 请求，其 URL 为 https://dynamic1.scrape.center/api/movie/40/，通过 Preview 选项卡也能看到 Ajax 请求对应响应的信息，如图所示。

稍加观察我们就可以发现，Ajax 请求的 URL 后面有一个参数是可变的，这个参数就是电影的 id，这里是 40，对应《教父》这部电影。

如果我们想要获取 id 为 50 的电影，只需要把 URL 最后的参数改成 50 即可，即 https://dynamic1.scrape.center/api/movie/50/，请求这个新的 URL 我们就能获取 id 为 50 的电影所对应的数据了。

同样的，它响应的结果也是结构化的 JSON 数据，字段也非常规整，我们直接爬取即可。

分析了详情页的数据提取逻辑，那么怎么把它和列表页关联起来呢？这个 id 又是从哪里来呢？我们回过头来再看看列表页的接口返回数据，如图所示。

可以看到列表页原本的返回数据就带了 id 这个字段，所以我们只需要拿列表页结果中的 id 来构造详情页中 Ajax 请求的 URL 就好了。

那么接下来，我们就先定义一个详情页的爬取逻辑吧，代码如下：

DETAIL_URL = 'https://dynamic1.scrape.center/api/movie/{id}'


def scrape_detail(id):
    url = DETAIL_URL.format(id=id)
    return scrape_api(url)

这里我们定义了一个 scrape_detail 方法，它接收参数 id。这里的实现也非常简单，先根据定义好的 DETAIL_URL 加上 id，构造一个真实的详情页 Ajax 请求的 URL，然后直接调用 scrape_api 方法传入这个 URL 即可。

接着，我们定义一个总的调用方法，将以上的方法串联调用起来，代码如下：

TOTAL_PAGE = 10


def main():
    for page in range(1, TOTAL_PAGE + 1):
        index_data = scrape_index(page)
        for item in index_data.get('results'):
            id = item.get('id')
            detail_data = scrape_detail(id)
            logging.info('detail data %s', detail_data)

这里我们定义了一个 main 方法，首先遍历获取页码 page，然后把 page 当成参数传递给 scrape_index 方法，得到列表页的数据。接着我们遍历所有列表页的结果，获取每部电影的 id，然后把 id 当作参数传递给 scrape_detail 方法，来爬取每部电影的详情数据，赋值为 detail_data，输出即可。

运行结果如下：

2023-01-30 18:17:12,764-INFO:scraping https://dynamic1.scrape.center/api/movie/?limit=10&offset=0...
2023-01-30 18:17:13,634-INFO:scraping https://dynamic1.scrape.center/api/movie/1...
2023-01-30 18:17:15,698-INFO:detail data {'id': 1, 'name': '霸王别姬', 'alias': 'Farewell My Concubine', 'cover': 'https://p0.meituan.net/movie/ce4da3e03e655b5b88ed31b5cd7896cf62472.jpg@464w_644h_1e_1c', 'categories': ['剧情', '爱情'], 'regions': ['中国内地', '中国香港'], 'actors': [{'name': '张国荣', 'role': '程蝶衣', 'image': 'https://p0.meituan.net/movie/5de69a492dcbd3f4b014503d4e95d46c28837.jpg@128w_170h_1e_1c'}, {'name': '张丰毅', 'role': '段小楼', 'image': 'https://p0.meituan.net/movie/35e74707f69da838d7ba3422b8f6579840705.jpg@128w_170h_1e_1c'}, {'name': '巩俐', 'role': '菊仙', 'image': 'https://p1.meituan.net/moviemachine/b650dcb00c40356934a275515217850f191104.jpg@128w_170h_1e_1c'}, {'name': '吕齐', 'role': '关师傅', 'image': 'https://p1.meituan.net/movie/30e12a78b5e61916edb1e33ce6fec19b34794.jpg@128w_170h_1e_1c'}, {'name': '英达', 'role': '戏园老板', 'image': 'https://p0.meituan.net/movie/cdedec80554d04a6139dc5270f5e7b5b35118.jpg@128w_170h_1e_1c'}, {'name': '葛优', 'role': '袁四爷', 'image': 'https://p1.meituan.net/moviemachine/cfda0fb23f4415f4ccfe6552d5e2ee0a140241.jpg@128w_170h_1e_1c'}, {'name': '雷汉', 'role': '小四（成年）', 'image': 'https://p1.meituan.net/movie/d71397318a61a90f8f8ebd859a8c4abd11511.jpg@128w_170h_1e_1c'}, {'name': '童弟', 'role': '张公公', 'image': 'https://p0.meituan.net/movie/7a27a05cdb2a825616fea6406807feee10403.jpg@128w_170h_1e_1c'}, {'name': '尹治', 'role': '小豆子（少年）', 'image': 'https://p1.meituan.net/movie/9cdb1f2c1d73e76390f75a3d2f708df930031.jpg@128w_170h_1e_1c'}, {'name': '马明威', 'role': '小豆子（童年）', 'image': 'https://p0.meituan.net/movie/480ed3e8acc9b5b7f6521fccbabd55bb32514.jpg@128w_170h_1e_1c'}, {'name': '赵海龙', 'role': '小石头（少年）', 'image': 'https://img.meituan.net/pro/572d54702781397c53cbc17025bc5b702237925.jpg@128w_170h_1e_1c'}, {'name': '费振翔', 'role': '小石头（童年）', 'image': 'https://p1.meituan.net/movie/f54cc4ff9ecd8c46d57fc91e064dc9c940306.jpg@128w_170h_1e_1c'}, {'name': '李丹', 'role': '小癞子（少年）', 'image': 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2023-01-30 18:17:15,698-INFO:scraping https://dynamic1.scrape.center/api/movie/2...
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2023-01-30 18:17:24,070-INFO:scraping https://dynamic1.scrape.center/api/movie/3...
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2023-01-30 18:17:26,376-INFO:scraping https://dynamic1.scrape.center/api/movie/4...
2023-01-30 18:17:27,634-INFO:detail data {'id': 4, 'name': '泰坦尼克号', 'alias': 'Titanic', 'cover': 'https://p1.meituan.net/movie/b607fba7513e7f15eab170aac1e1400d878112.jpg@464w_644h_1e_1c', 'categories': ['剧情', '爱情', '灾难'], 'regions': ['美国'], 'actors': [{'name': '莱昂纳多·迪卡普里奥', 'role': '杰克 Jack Dawson', 'image': 'https://p0.meituan.net/moviemachine/128dd9199573e1114cbbcdfa39fa2442206016.jpg@128w_170h_1e_1c'}, {'name': '凯特·温丝莱特', 'role': '露丝 Rose DeWitt Bukater', 'image': 'https://p0.meituan.net/movie/19532636d4bd4a965ecf3c8ec399936440196.jpg@128w_170h_1e_1c'}, {'name': '比利·赞恩', 'role': "卡尔 Caledon 'Cal' Hockley", 'image': 'https://p1.meituan.net/movie/6a6ec620f65d2096fd1e4e6a841a10b636473.jpg@128w_170h_1e_1c'}, {'name': '格劳瑞亚·斯图尔特', 'role': '老年露丝 Old Rose', 'image': 'https://p0.meituan.net/movie/bc24925b65f0cc8c0bea3795dc637a8942700.jpg@128w_170h_1e_1c'}, {'name': '凯西·贝茨', 'role': '莫莉·布朗 Molly Brown', 'image': 'https://p0.meituan.net/movie/6ea698d9ddbbfac656f4371483d3e93d36735.jpg@128w_170h_1e_1c'}, {'name': '弗兰西丝·费舍', 'role': 'Ruth Dewitt Bukater', 'image': 'https://p0.meituan.net/movie/03e855d5859d1e9e2adee949daa5262458591.jpg@128w_170h_1e_1c'}, {'name': '比尔·帕克斯顿', 'role': 'Brock Lovett', 'image': 'https://p0.meituan.net/movie/320ff53701b9ce6d8084f2a3843f0bcb29868.jpg@128w_170h_1e_1c'}, {'name': '伯纳德·希尔', 'role': 'Captain Edward James Smith', 'image': 'https://p0.meituan.net/movie/d787397e493c1ee3f1407eb66eab5e9e41219.jpg@128w_170h_1e_1c'}, {'name': '大卫·沃纳', 'role': 'Spicer Lovejoy', 'image': 'https://p0.meituan.net/movie/5a46c40025f3937d5e0ed959c2cee1e551709.jpg@128w_170h_1e_1c'}, {'name': '维克多·加博', 'role': 'Thomas Andrews', 'image': 'https://p0.meituan.net/movie/b3d8738a418a5c99af9e6023d69bde5834108.jpg@128w_170h_1e_1c'}, {'name': '乔纳森·海德', 'role': 'Bruce Ismay', 'image': 'https://p1.meituan.net/movie/7628d12363888b5283d8bc11525e2fba34256.jpg@128w_170h_1e_1c'}, {'name': '阿那托利·萨加洛维奇', 'role': 'Anatoly Milkailavich', 'image': 'https://p0.meituan.net/movie/9c8e207babb5149057d25c58eb8b1d929257.jpg@128w_170h_1e_1c'}, {'name': '苏茜·爱米斯', 'role': '丽兹 Lizzy Calvert', 'image': 'https://p1.meituan.net/movie/ac30740dd3a9d9dba2a0488b9c77729743233.jpg@128w_170h_1e_1c'}, {'name': '伊万·斯图尔特', 'role': '默多克 1st Officer Murdoch', 'image': 'https://p1.meituan.net/movie/1a91c5bd421498e1626cd8927b5ec15b42793.jpg@128w_170h_1e_1c'}, {'name': '詹姆斯·卡梅隆', 'role': '统舱的舞者 Steerage Dancer', 'image': 'https://p0.meituan.net/movie/871490cbd3ee1422ed57d7713543283b45250.jpg@128w_170h_1e_1c'}, {'name': '刘易斯·阿伯内西', 'role': '刘易斯 Lewis Bodine', 'image': 'https://p0.meituan.net/movie/1b53f36fcc335d42ee2294c6b72b34465794.jpg@128w_170h_1e_1c'}, {'name': '尼古拉斯·卡斯柯恩', 'role': '巴比 Bobby Buell', 'image': 'https://p0.meituan.net/movie/6e08443e9f18382aeb80c64052b7a5a54798.jpg@128w_170h_1e_1c'}, {'name': '丹尼·努齐', 'role': '法布里齐奥 Fabrizio', 'image': 'https://p0.meituan.net/movie/235ceb836fcedd25c11832ec5bd5f9f034417.jpg@128w_170h_1e_1c'}, {'name': '杰森·贝瑞', 'role': '汤米 Tommy Ryan', 'image': 'https://p0.meituan.net/movie/2c77b6b57533d27133aa3a3fe8b216b140478.jpg@128w_170h_1e_1c'}, {'name': '艾恩·格拉法德', 'role': '洛 Fifth Officer Lowe', 'image': 'https://p0.meituan.net/moviemachine/ad3513c3643b2c94d5150c8213e6a1e2185130.jpg@128w_170h_1e_1c'}, {'name': '乔纳森·菲利普斯', 'role': '莱特勒 2nd Officer Lightoller', 'image': 'https://p1.meituan.net/movie/73827fb2b3ec1bfdb540271206aa453910040.jpg@128w_170h_1e_1c'}, {'name': '马克·林赛·查普曼', 'role': '怀尔德 Chief Officer Wilde', 'image': 'https://p0.meituan.net/movie/c23f700b858ad86a64ffdcc5f789423a29496.jpg@128w_170h_1e_1c'}, {'name': '理查德·格拉翰', 'role': '舵手罗 Quartermaster Rowe', 'image': 'https://p0.meituan.net/movie/067ce23313debf3eff34a6f063963dc17636.jpg@128w_170h_1e_1c'}, {'name': '保罗·布赖特威尔', 'role': '舵手希钦斯 Quartermaster Hichens', 'image': 'https://p1.meituan.net/movie/b7e355d192d0ac614a24280b8caabf2f34131.jpg@128w_170h_1e_1c'}, {'name': '艾瑞克·布里登', 'role': '约翰·雅各·阿斯特 John Jacob Astor', 'image': 'https://p0.meituan.net/movie/d2b6c05b2d84a9b5f683d318ed8866ca49237.jpg@128w_170h_1e_1c'}, {'name': '夏洛特·查顿', 'role': '马德琳·阿斯特 Madeleine Astor', 'image': 'https://p0.meituan.net/movie/959c9ff6e4a043f809032296b5ff030f4817.jpg@128w_170h_1e_1c'}, {'name': '博纳德·福克斯', 'role': '阿奇博尔德·格雷西 Col. 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'https://p0.meituan.net/movie/85c4e6e2be06417cf309f213dd782fdf230856.jpg@106w_106h_1e_1c', 'https://p0.meituan.net/movie/7f6fffcc876d4679b2c201aa1398ab33381775.jpg@106w_106h_1e_1c', 'https://p0.meituan.net/movie/f54ba5f2f5e91bb04930fc5fcace8914353379.jpg@106w_106h_1e_1c', 'https://p0.meituan.net/movie/613b91b7ddf513a017f51b1d88d01e2b548794.jpg@106w_106h_1e_1c'], 'published_at': '1998-04-03', 'updated_at': '2020-03-07T16:32:10.957089Z'}
2023-01-30 18:17:27,637-INFO:scraping https://dynamic1.scrape.center/api/movie/5...

由于内容较多，这里省略了部分内容。

可以看到，其实整个爬取工作到这里就已经完成了，这里会先顺次爬取每一页列表页的 Ajax 接口，然后再顺次爬取每部电影详情页的 Ajax 接口，最后打印出每部电影的 Ajax 接口响应数据，而且都是 JSON 格式。这样，所有电影的详情数据都会被我们爬取到啦。

6. 保存数据

最后，让我们把爬取到的数据保存下来吧。之前我们是用 MongoDB 来存储数据，由于本课时重点讲解 Ajax 爬取，所以这里就一切从简，将数据保存为 JSON 文本。

定义一个数据保存的方法，代码如下：

import json
from os import makedirs
from os.path import exists

RESULTS_DIR = 'results'
exists(RESULTS_DIR) or makedirs(RESULTS_DIR)


def save_data(data):
    name = data.get('name')
    data_path = f'{RESULTS_DIR}/{name}.json'
    json.dump(data, open(data_path, 'w', encoding='utf-8'), ensure_ascii=False, indent=2)

在这里我们首先定义了数据保存的文件夹 RESULTS_DIR，注意，我们先要判断这个文件夹是否存在，如果不存在则需要创建。

接着，我们定义了保存数据的方法 save_data，首先我们获取数据的 name 字段，即电影的名称，把电影名称作为 JSON 文件的名称，接着构造 JSON 文件的路径，然后用 json 的 dump 方法将数据保存成文本格式。dump 的方法设置了两个参数，一个是 ensure_ascii，我们将其设置为 False，它可以保证中文字符在文件中能以正常的中文文本呈现，而不是 unicode 字符；另一个是 indent，它的数值为 2，这代表生成的 JSON 数据结果有两个空格缩进，让它的格式显得更加美观。

最后，main 方法再调用下 save_data 方法即可，实现如下：

def main():
    for page in range(1, TOTAL_PAGE + 1):
        index_data = scrape_index(page)
        for item in index_data.get('results'):
            id = item.get('id')
            detail_data = scrape_detail(id)
            logging.info('detail data %s', detail_data)
            save_data(detail_data)

重新运行一下，我们发现本地 results 文件夹下出现了各个电影的 JSON 文件，如图所示。

这样我们就已经把所有的电影数据保存下来了，打开其中一个 JSON 文件，看看保存格式，如图所示。

可以看到 JSON 文件里面的数据都是经过格式化的中文文本数据，结构清晰，一目了然。

至此，我们就完成了全站电影数据的爬取并把每部电影的数据保存成了 JSON 文件。

7. 总结

本课时我们通过一个案例来体会了 Ajax 分析和爬取的基本流程，希望你能够对 Ajax 的分析和爬取的实现更加熟悉。

另外我们也可以观察到，由于 Ajax 接口大部分返回的是 JSON 数据，所以在一定程度上可以避免一些数据提取的工作，减轻我们的工作量。

本节代码下载地址：https://github.com/AndersonHJB/crawler-column 。

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