python读取json 网页_如何利用python+selenium+ajax-hook抓取网页后台返回的json数据

文章开始之前,我们先来看一个常见的问题:

接到一个任务,需要抓取某个网站上的数据内容,网页上需要输入搜索关键词,然后点击搜索按钮,等待页面加载完毕,获取网页上的搜索结果,而每一个搜索结果项,都需要点击展开才能查看到具体内容。

对于该问题,我们可以从网上找到一些解决问题的途径,但是大都不是很全面。这里小编对所有可能出现的问题做了一次调研,并汇总成如下的解决方案,希望对大家有所帮助。

首先,我们先来汇总一下python生态下爬取网站数据需要用到的工具。

1,selenium chromedriver, 这个标准的自动化工具,可以帮助我们从后台操控google浏览器,并能模拟鼠标移动和点击事件,配合xpath快速定位网页元素,从根本上解放了我们的双手。

2,ajax-hook, 这个是用来拦截xhr的钩子,可以快速获取网站服务器的响应内容,而无需我们被动地从网页上来获取。

明确了我们处理任务的可用资源,下一步就是各种踩坑了。

这里小编先列举一下,我所遇到的坑:

1,selenium的webdriver加载网页,怎么判断页面是否加载完全,使用

wait = WebDriverWait(self.driver, timeout=10)

wait.until(lambda my_driver: my_driver.execute_script('return document.readyState') == 'complete')

发现这种方案不可行,遇到动态网页异步加载就gameover,不通用,可行的方案应该wait for webelement loaded,也就是等待你所关注的网页元素加载完毕才行。

2,xpath的相对路径查找,是带了position的向下查找,也就是说每次调用xpath find, 其position就往下移动一次。所以如果用xpath在同一个流程调用多次只有第一次可以找到元素,后面都是失败的。所以对于需要反复查找的元素,最好要用绝对路径,获取xpath绝对路径很简单

打开浏览器的开发者工具,点击左上角的小箭头,移动鼠标到具体某个按钮或者输入框点击一下就可以定位到html的标签源代码位置,鼠标右键,Copy xpath即可

3,怎么截获并过滤xhr请求,将响应内容保存下来,而不会造成内存暴涨。

from selenium import webdriver

from selenium.webdriver.chrome.options import Options

from selenium.webdriver.support.ui import WebDriverWait

chrome_options = Options()

chrome_options.add_argument("--disable-extensions")

chrome_options.add_argument("--disable-gpu")

chrome_options.add_argument("--headless")

chrome_options.add_argument("--no-sandbox")

prefs = {

'download.default_directory': os.getenv('OS_LOG_PATH')

}

chrome_options.add_experimental_option('prefs', prefs)

capabilities = webdriver.DesiredCapabilities().CHROME

capabilities['acceptSslCerts'] = True

driver = webdriver.Chrome(options=chrome_options, desired_capabilities=capabilities)

我们先来初始化一下webdriver,网上有很多资料,但是都不是很全面,上面是我整理的初始化内容,大家按照这个来,就不会有问题。

截获https/http响应body内容,网上大致有三种实现思路:

1,开启browser, performance log,再根据requestId,调用chrome-devtools protocal Network.getResponseBody, 获取响应body。但是问题来了,我们需要大量采集response,而performance log都是存在内存中,还需要我们人为清理,并且performance log采集的信息很杂,没有过滤的入口提供给开发者。而且最烦的是,还需要去解析log,需要为了查询一个repsonse body,有时候需要人为过滤N行日志。。。。。(直接无语凝噎)

2,使用代理,网上传的最多的是browsermob-proxy,但是这个玩意很无语的是只提供response的统计信息,不返回实质性的response body内容,配置各种参数都不会返回content.text字段,气得跳脚,去github上看源码发现,text被下放了,当前稳定版本都会省略这个参数。所以你辛辛苦苦安装proxy,调整ssl参数,在python中配置各种proxy har,设置captureContent,结果却得不到response body,不自觉就口吐芬芳了。所以想要其返回text字段,你需要改它的源码,改源码不难,但是很烦。

3,使用ajax-hook, 这个方案的思路是:在源网页加载之前,实现一个XMLHttpRequest的代理对象,然后覆盖全局的XMLHttpRequest,这样一但上层调用 new XMLHttpRequest这样的代码时,其实创建的是Ajax-hook的代理对象实例

我们先新建一个hook.js脚本

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}

})

该hook.js是我改良之后的,可以拿来直接用,功能就是根据response.config.url过滤我们需要的请求,并将response body保存到本地的json文件中,注意到上文中webdriver初始化的字段中有个选项,download.default_directory

prefs = {

'download.default_directory': os.getenv('OS_LOG_PATH')

}

os.getenv('OS_LOGPATH')这个是获取环境变量,环境变量的值为我们需要保存response body的文件夹路径,每一个response body都是一个json文件。大功告成!!简洁明了,不需要依赖于其他任何东西,就可以实现了,长舒一口气。

总结经验:

1,不要盲目使用网上的源码,也不要死扣一种解决方案,不要轻易就相信网上的博文资料而不亲自实践,人云亦云。

2,解决问题最有效的途径是:看清问题的本质,从问题的内部挖掘出解决文图的思路,拆解成更容易解决的小问题。当一个问题关联了太多变量因素时,要学会控制单一变量,用排除法一步步解决,省时省力,不容易走弯路。

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