文章開始之前,我們先來看一個常見的問題:
接到一個任務,需要抓取某個網站上的資料內容,網頁上需要輸入搜尋關鍵詞,然後點選搜尋按鈕,等待頁面載入完畢,獲取網頁上的搜尋結果,而每一個搜尋結果項,都需要點選展開才能檢視到具體內容。
對於該問題,我們可以從網上找到一些解決問題的途徑,但是大都不是很全面。這裡小編對所有可能出現的問題做了一次調研,並彙總成如下的解決方案,希望對大家有所幫助。
首先,我們先來彙總一下python生態下爬取網站資料需要用到的工具。
1,selenium chromedriver, 這個標準的自動化工具,可以幫助我們從後臺操控google瀏覽器,並能模擬滑鼠移動和點選事件,配合xpath快速定位網頁元素,從根本上解放了我們的雙手。
2,ajax-hook, 這個是用來攔截xhr的鉤子,可以快速獲取網站伺服器的響應內容,而無需我們被動地從網頁上來獲取。
明確了我們處理任務的可用資源,下一步就是各種踩坑了。
這裡小編先列舉一下,我所遇到的坑:
1,selenium的webdriver載入網頁,怎麼判斷頁面是否載入完全,使用
wait = WebDriverWait(self.driver, timeout=10)
wait.until(lambda my_driver: my_driver.execute_script('return document.readyState') == 'complete')
發現這種方案不可行,遇到動態網頁非同步載入就gameover,不通用,可行的方案應該wait for webelement loaded,也就是等待你所關注的網頁元素載入完畢才行。
2,xpath的相對路徑查詢,是帶了position的向下查詢,也就是說每次呼叫xpath find, 其position就往下移動一次。所以如果用xpath在同一個流程呼叫多次只有第一次可以找到元素,後面都是失敗的。所以對於需要反覆查詢的元素,最好要用絕對路徑,獲取xpath絕對路徑很簡單
開啟瀏覽器的開發者工具,點選左上角的小箭頭,移動滑鼠到具體某個按鈕或者輸入框點選一下就可以定位到html的標籤原始碼位置,滑鼠右鍵,Copy xpath即可
3,怎麼截獲並過濾xhr請求,將響應內容儲存下來,而不會造成記憶體暴漲。
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)
我們先來初始化一下webdriver,網上有很多資料,但是都不是很全面,上面是我整理的初始化內容,大家按照這個來,就不會有問題。
截獲https/http響應body內容,網上大致有三種實現思路:
1,開啟browser, performance log,再根據requestId,呼叫chrome-devtools protocal Network.getResponseBody, 獲取響應body。但是問題來了,我們需要大量採集response,而performance log都是存在記憶體中,還需要我們人為清理,並且performance log採集的資訊很雜,沒有過濾的入口提供給開發者。而且最煩的是,還需要去解析log,需要為了查詢一個repsonse body,有時候需要人為過濾N行日誌。。。。。(直接無語凝噎)
2,使用代理,網上傳的最多的是browsermob-proxy,但是這個玩意很無語的是隻提供response的統計資訊,不返回實質性的response body內容,配置各種引數都不會返回content.text欄位,氣得跳腳,去github上看原始碼發現,text被下放了,當前穩定版本都會省略這個引數。所以你辛辛苦苦安裝proxy,調整ssl引數,在python中配置各種proxy har,設定captureContent,結果卻得不到response body,不自覺就口吐芬芳了。所以想要其返回text欄位,你需要改它的原始碼,改原始碼不難,但是很煩。
_3,使用ajax-hook, 這個方案的思路是:在源網頁載入之前,_實現一個XMLHttpRequest的代理物件,然後覆蓋全域性的XMLHttpRequest,這樣一但上層呼叫 new XMLHttpRequest這樣的程式碼時,其實建立的是Ajax-hook的代理物件例項
我們先新建一個hook.js指令碼
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(function(console){
console.save = function(data, filename){
if(!data) {
console.error('Console.save: No data')
return;
}
if(!filename) filename = 'console.json'
if(typeof data === "object"){
data = JSON.stringify(data, undefined, 4)
}
var blob = new Blob([data], {type: 'text/json'}),
e = document.createEvent('MouseEvents'),
a = document.createElement('a')
a.download = filename
a.href = window.URL.createObjectURL(blob)
a.dataset.downloadurl = ['text/json', a.download, a.href].join(':')
e.initMouseEvent('click', true, false, window, 0, 0, 0, 0, 0, false, false, false, false, 0, null)
a.dispatchEvent(e)
}
})(console)
ah.proxy({
//請求發起前進入
onRequest: (config, handler) => {
console.log(config.url)
handler.next(config);
},
//請求發生錯誤時進入,比如超時;注意,不包括http狀態碼錯誤,如404仍然會認為請求成功
onError: (err, handler) => {
console.log(err.type)
handler.next(err)
},
//請求成功後進入
onResponse: (response, handler) => {
if (response.config.url.startsWith('api/apps') && response.config.url.endsWith('/search')) {
timestamp = new Date().getTime().toString()
console.save(response.response, timestamp+'.json')
}
handler.next(response)
}
})
該hook.js是我改良之後的,可以拿來直接用,功能就是根據response.config.url過濾我們需要的請求,並將response body儲存到本地的json檔案中,注意到上文中webdriver初始化的欄位中有個選項,download.default_directory
prefs = {
'download.default_directory': os.getenv('OS_LOG_PATH')
}
os.getenv('OS_LOG_PATH')這個是獲取環境變數,環境變數的值為我們需要儲存response body的資料夾路徑,每一個response body都是一個json檔案。大功告成!!簡潔明瞭,不需要依賴於其他任何東西,就可以實現了,長舒一口氣。_
總結經驗:
1,不要盲目使用網上的原始碼,也不要死扣一種解決方案,不要輕易就相信網上的博文資料而不親自實踐,人云亦云。
2,解決問題最有效的途徑是:看清問題的本質,從問題的內部挖掘出解決文圖的思路,拆解成更容易解決的小問題。當一個問題關聯了太多變數因素時,要學會控制單一變數,用排除法一步步解決,省時省力,不容易走彎路。