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[Python] js逆向初探: 某麦榜单

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系列文章目录
免责声明
前言
分析
通用的抓包方法。。。
偷懒作弊的抓包方法
万恶之源
总结

免责声明

本篇文章仅用学习交流和日常记录，请勿转载或用于任何商业用途！违者责任自负！如侵删

前言

作为一个刚接触爬虫的小白，之前都是练习爬一些简单的网站。遇到js加密的就只能束手无策了，有一些可以使用selenium，但是速度太慢，而且人生不可以总是选择轻松地道路，学习爬虫不可以避免学习js逆向。所以决定开始自己学习js逆向，本文章选择某麦网作为练习对象，本文章仅做学习记录，供日后参考。请勿转载或用于任何商业用途！违者责任自负！如侵删

分析

目标网站：https://www.qimai.cn/rank
此处以iPhone总榜为例，页面如下：

首先F12，刷新，打开rank。嗯，空空如也。再搜一下淘特，还是没有，再试Taobao，这次找到了！（TODO: 这里有一个问题，为什么我搜淘特搜不到，搜淘特的unicode ‘\u6dd8\u7279’ 也搜不到，有没有大佬可以教教我）
数据都是明文json，1， 0， 2分别是免费，付费，畅销的榜单数据

我们可以看到这里只有一个请求参数analysis。也就是说我们得到analysis就可以得到数据。显然这个参数加密了。试着用base64 decode，得到一堆垃圾

xGD^[YTU@4[MTQ^ToYT $ UTxG

好了，事情没那么简单了，来找找analysis从哪来的。

通用的抓包方法。。。

搜一下，没有，在source里打XHR/fetch Breakpoint。

接下来就是一番顺藤摸瓜，暂时按下不表。因为我没用这个方法，我也不太会。。。TODO: 有空试一下

偷懒作弊的抓包方法

我用了另一个神器 ast-hook-for-js-RE。膜拜大佬，点个star！具体使用方法就不赘述了，可以看大佬的github，改天可能我也会写一个教程，这里如果没有链接的话说明我还没写。。。

万恶之源

经过一番操作，找到了analysis生成的js代码, a的值就是analysis
把这段js复制到pycharm, 运行(如何在pycharm里运行js,等我有时间再写), 嗯肯定会报错. 因为代码混淆压缩过, 没关系, 我们已经找到了analysis生成的位置, 我们只要把代码补全就好了. 虽然看着恶心, 耐心多打几个断点慢慢看是可以看懂的. 首先, 把try catch删掉, 这个if判断看着也没啥用,删掉!

function(e) {var t = (0, n.ej)(u);f = c.default.prototype.difftime = -(0, n.ej)(m) || +new Date - 1e3 * tvar a, o = +new Date - (f || 0) - 1515125653845, r = [];return void 0 === e.params && (e.params = {}),Object.keys(e.params).forEach((function(t) {if (t == h)return !1;e.params.hasOwnProperty(t) && r.push(e.params[t])})),r = r.sort().join(""),r = (0, n.cv)(r),r += d + e.url.replace(e.baseURL, ""),r += d + o,r += d + 1,a = (0,n.cv)((0,n.oZ)(r, l)),-1 == e.url.indexOf(h) && (e.url += (-1 != e.url.indexOf("?") ? "&" : "?") + h + "=" encodeURIComponent(a)),e}

大概是这样, 还是很恶心的.虽然大二学过js,但是已经忘得差不多了, 这个 (0, n.ej)(u);是什么鬼?这是什么语法?打断点试试, 发现是调用了一个函数, input是e = "synct"

function u(e) { //e = "synct"var t, a = new RegExp("(^| )" + e + "=([^;]*)(;|$)"); //t = (4) [" synct=1626088744.311;", " ", "1626088744.311", ";", index: 980, input: "qm_check=SxJXQEUSChd2fHd1dRQQeV5EVVwcEHxZRlVVGGYRE…lejc2Qhu7%2BLw;return (t = document.cookie.match(a)) ? unescape(t[2]) : null}

大概意思就是用正则在cookie中匹配出t, 然后输出unescape(t[2]). 我们可以看到返回值是1626088744.311, 看着像时间戳, 在线转化一下试一下

果然是时间戳, 而且就是当前的时间. 所以 var t = current time 也就是cookie中synct的值.

var t = (0, n.ej)(u); // cookie 中 synct的值

继续下一行,

 f = c.default.prototype.difftime = -(0,n.ej)(m) || +new Date - 1e3 * t

这里是把-(0,n.ej)(m) || +new Date - 1e3 * t 赋值给 f 和 c.default.prototype.difftime.

-(0,n.ej)(m)这个和t一样, 调用函数ej, 传入参数m. 单步调试可以得到这里传入的是syncd, 也就是说在cookie中匹配到syncd的值, 加负号. 在这里我踩了一个坑, 因为我发现第一次访问得到的cookie中没有syncd, 于是我这个小白花了一上午试图在这堆恶心的代码中找出syncd值生成的地方. 无果之后我发现, 这里赋值用的是 “|| 或”. 我根本不用去管前面, 直接通过后面的计算结果赋值就可以了. 所以

 f = +new Date - 1e3 * t

后面以此类推, 补全n.cv 和 n.oZ即可, 把函数名改一改,整理一下,最后得到

function rematch(e, cookie) { // e = "synct"// var cookie = 'PHPSESSID=pnf2q6jupfr40lsel4hjg9hnpn; qm_check=SxJXQEUSChd2fHd1dRQQeV5EVVwcEHxZRlVVGGYREGV4dBB3QlRHWllaQxQOAwAQdFlCVVZDAXQIARROQ28FbwAQQEZoB28JHBR8A3QBAR0CBxsFAh4IAAQWCQEGCBkSHBdUWlVaWxYCEgAcABwAHAUbAhJE; gr_user_id=00af8731-c2cb-4c61-8d15-d630f53b7be0; ada35577182650f1_gr_session_id=8e8d8095-b4d9-461b-a92d-b7896498f164; ada35577182650f1_gr_session_id_8e8d8095-b4d9-461b-a92d-b7896498f164=true; synct=1625827840.059; syncd=-260';var t, a = new RegExp("(^| )" + e + "=([^;]*)(;|$)"); //t = undefined, a = /(^| )synct=([^;]*)(;|$)/return (t = cookie.match(a)) ? unescape(t[2]) : null
}function cv(e) {return function(e) {try {return btoa(e)} catch (t) {return Buffer.from(e).toString("base64")}}(encodeURIComponent(e).replace(/%([0-9A-F]{2})/g, (function(e, t) {return i("0x" + t)})))}function oZ(e, t) {t || (t = s());for (var a = (e = e.split("")).length, n = t.length, o = "charCodeAt", r = 0; r < a; r++)e[r] = i(e[r][o](0) ^ t[(r + 10) % n][o](0));return e.join("")
}function get_analysis (e) {var t = rematch('synct', e.cookie);var f = -rematch('syncd', e.cookie) || +new Date - 1e3 * tconsole.log(t, f)var a, o = +new Date - (f || 0) - 1515125653845, r = [];return void 0 === e.params && (e.params = {}),Object.keys(e.params).forEach((function(t) {if (t == h)return !1;e.params.hasOwnProperty(t) && r.push(e.params[t])})),r = r.sort().join(""),r = (0, cv)(r),r += d + e.url.replace(e.baseURL, ""),r += d + o,r += d + 1,a = (0, cv)((0, oZ)(r, l)),-1 == e.url.indexOf(h) && (e.url += (-1 != e.url.indexOf("?") ? "&" : "?") + h + "=" + encodeURIComponent(a)),e
}var res = {baseURL: "https://api.qimai.cn", url: "/rank/indexPlus/brand_id/0", cookie = "PHPSESSID=pnf2q6jupfr40lsel4hjg9hnpn; qm_check=SxJXQEUSChd2fHd1dRQQeV5EVVwcEHxZRlVVGGYREGV4dBB3QlRHWllaQxQOAwAQdFlCVVZDAXQIARROQ28FbwAQQEZoB28JHBR8A3QBAR0CBxsFAh4IAAQWCQEGCBkSHBdUWlVaWxYCEgAcABwAHAUbAhJE; gr_user_id=00af8731-c2cb-4c61-8d15-d630f53b7be0; ada35577182650f1_gr_session_id=8e8d8095-b4d9-461b-a92d-b7896498f164; ada35577182650f1_gr_session_id_8e8d8095-b4d9-461b-a92d-b7896498f164=true; synct=1625827840.059; syncd=-260" params:{brand_id: "0"}};console.log(get_analysis(res))

run! 见证奇迹吧!!!

{baseURL: 'https://api.qimai.cn',url: '/rank/indexPlus/brand_id/0?analysis=dSUJCyETH0JRXlsfUQpTXRxkWhRDH1JCUV5UZw1TF1R0FVABAAkGBQMGAFEODCQXBw%3D%3D',cookie: 'PHPSESSID=pnf2q6jupfr40lsel4hjg9hnpn;qm_check=SxJXQEUSChd2fHd1dRQQeV5EVVwcEHxZRlVVGGYREGV4dBB3QlRHWllaQxQOAwAQdFlCVVZDAXQIARROQ28FbwAQQEZoB28JHBR8A3QBAR0CBxsFAh4IAAQWCQEGCBkSHBdUWlVaWxYCEgAcABwAHAUbAhJE;gr_user_id=00af8731-c2cb-4c61-8d15-d630f53b7be0;ada35577182650f1_gr_session_id=8e8d8095-b4d9-461b-a92d-b7896498f164; ada35577182650f1_gr_session_id_8e8d8095-b4d9-461b-a92d-b7896498f164=true; synct=1625827840.059; syncd=-260',params: { brand_id: '0' }
}

analysis 的值就在 url 中, 尝试使用这个参数获取数据, 可以得到

{'code': 10000, 'msg': None, 'maxPage': 29, 'rankInfo': [{'index': 1, 'appInfo': {'appId': '1564619070', 'appName': '兽人争霸-魔幻之诗', 'icon': 'https://is3-ssl.mzstatic.com/image/thumb/Purple115/v4/ba/d6/25/bad62563-0296-939d-6e46-b77fc8590427/AppIcon-1x_U007emarketing-0-10-0-85-220.png/180x180bb.png', 'publisher': '山海经游戏工作室', 'country': 'cn', 'file_size': '', 'price': '1.00', 'continuousFirstDays': 1}, 'lastReleaseTime': '2021-07-05', 'keywordCover': '6736', 'keywordCoverTop3': '154', 'company': {'id': 0, 'name': '-'}, 'rank_a': {'ranking': 1, 'change': 0, 'genre': '总榜'}, 'rank_b': {'ranking': 1, 'change': 0, 'genre': '游戏'}, 'rank_c': {'ranking': 1, 'change': 0, 'genre': '卡牌'}, 'comment': {'rating': 4.5, 'num': 141}}, {'index': 2, 'appInfo': {'appId': '1369418571', 'appName': '英雄棋士团', 'icon': 'https://is1-ssl.mzstatic.com/image/thumb/Purple125/v4/5a/c2/85/5ac285e6-b269-2a99-537d-37406a638f8c/AppIcon-0-0-1x_U007emarketing-0-0-0-7-0-0-sRGB-0-0-0-GLES2_U002c0-512MB-85-220-0-0.png/180x180bb.png', 'publisher': 'Beijing Pengling Technology Co., Ltd', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2021-07-01', 'keywordCover': '18798', 'keywordCoverTop3': '1153', 'company': {'id': 0, 'name': '-'}, 'rank_a': {'ranking': 2, 'change': 4, 'genre': '总榜'}, 'rank_b': {'ranking': 2, 'change': 4, 'genre': '游戏'}, 'rank_c': {'ranking': 2, 'change': 0, 'genre': '卡牌'}, 'comment': {'rating': 3.9, 'num': 1796}}, {'index': 3, 'appInfo': {'appId': '1544202139', 'appName': '傲世群英传:无双乱斗', 'icon': 'https://is4-ssl.mzstatic.com/image/thumb/Purple124/v4/e1/70/28/e170288c-88aa-b0a0-0755-0b9ea7213754/AppIcon-1x_U007emarketing-0-6-0-85-220.png/180x180bb.png', 'publisher': '嗨逗游戏', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2020-12-30', 'keywordCover': '8470', 'keywordCoverTop3': '352', 'company': {'id': 0, 'name': '-'}, 'rank_a': {'ranking': 3, 'change': 0, 'genre': '总榜'}, 'rank_b': {'ranking': 3, 'change': 0, 'genre': '游戏'}, 'rank_c': {'ranking': 2, 'change': -1, 'genre': '策略'}, 'comment': {'rating': 4.6, 'num': 195}}, {'index': 4, 'appInfo': {'appId': '1552187597', 'appName': '修罗剑尊-仙灵幻想', 'icon': 'https://is1-ssl.mzstatic.com/image/thumb/Purple125/v4/ff/36/b9/ff36b990-4a58-6bb9-5248-737390e93d5c/source/100x100bb.jpg', 'publisher': '神启工作室', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2021-05-24', 'keywordCover': '8748', 'keywordCoverTop3': '506', 'company': {'id': 0, 'name': '-'}, 'rank_a': {'ranking': 4, 'change': -2, 'genre': '总榜'}, 'rank_b': {'ranking': 4, 'change': -2, 'genre': '游戏'}, 'rank_c': {'ranking': 2, 'change': 0, 'genre': '角色扮演'}, 'comment': {'rating': 4.9, 'num': 6076}}, {'index': 5, 'appInfo': {'appId': '1571705052', 'appName': '奇迹仙侠—3D梦幻情缘手游：笑傲天下', 'icon': 'https://is5-ssl.mzstatic.com/image/thumb/Purple115/v4/f2/70/60/f2706078-dae4-8a80-63bf-858e6a074347/AppIcon-1x_U007emarketing-0-10-0-85-220.png/180x180bb.png', 'publisher': 'Guangzhou Menwee Technologies Co., Ltd.', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2021-06-17', 'keywordCover': '7789', 'keywordCoverTop3': '242', 'company': {'id': 0, 'name': '-'}, 'rank_a': {'ranking': 5, 'change': 0, 'genre': '总榜'}, 'rank_b': {'ranking': 5, 'change': 0, 'genre': '游戏'}, 'rank_c': {'ranking': 3, 'change': 1, 'genre': '动作'}, 'comment': {'rating': 3.9, 'num': 22}}, {'index': 6, 'appInfo': {'appId': '1535587099', 'appName': '傲天绝剑-3D大型动作修仙手游', 'icon': 'https://is1-ssl.mzstatic.com/image/thumb/Purple115/v4/93/d5/97/93d59730-53ee-cb51-4c54-1982d50307bc/source/100x100bb.jpg', 'publisher': 'Guangzhou MG Sports Technology Co., Ltd', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2021-06-25', 'keywordCover': '11648', 'keywordCoverTop3': '516', 'company': {'id': 0, 'name': '-'}, 'rank_a': {'ranking': 6, 'change': -2, 'genre': '总榜'}, 'rank_b': {'ranking': 6, 'change': -2, 'genre': '游戏'}, 'rank_c': {'ranking': 4, 'change': -1, 'genre': '角色扮演'}, 'comment': {'rating': 4.2, 'num': 24}}, {'index': 7, 'appInfo': {'appId': '1521114304', 'appName': '不灭地藏-镜天逆', 'icon': 'https://is4-ssl.mzstatic.com/image/thumb/Purple115/v4/77/ba/e2/77bae21e-3545-8e4e-db03-01c96a15beed/source/100x100bb.jpg', 'publisher': '华孚游戏', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2021-06-10', 'keywordCover': '4636', 'keywordCoverTop3': '112', 'company': {'id': 0, 'name': '-'}, 'rank_a': {'ranking': 7, 'change': 0, 'genre': '总榜'}, 'rank_b': {'ranking': 7, 'change': 0, 'genre': '游戏'}, 'rank_c': {'ranking': 5, 'change': 0, 'genre': '动作'}, 'comment': {'rating': 4.1, 'num': 707}}, {'index': 8, 'appInfo': {'appId': '807317212', 'appName': '国家地理 - 每日精选 (美图、壁纸)', 'icon': 'https://is5-ssl.mzstatic.com/image/thumb/Purple114/v4/4b/a5/82/4ba5824b-e8d3-29fe-5154-b73aee0edbb7/AppIcon-0-0-1x_U007emarketing-0-0-0-8-0-0-sRGB-0-0-0-GLES2_U002c0-512MB-85-220-0-0.png/180x180bb.png', 'publisher': 'Boulder Media. Inc', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2021-01-11', 'keywordCover': '6252', 'keywordCoverTop3': '423', 'company': {'id': '912989', 'name': '大石國際文化有限公司'}, 'rank_a': {'ranking': 8, 'change': 1, 'genre': '总榜'}, 'rank_b': {'ranking': 1, 'change': 0, 'genre': '应用'}, 'rank_c': {'ranking': 1, 'change': 0, 'genre': '图书'}, 'comment': {'rating': 4.7, 'num': '3.75万'}}, {'index': 9, 'appInfo': {'appId': '1439723850', 'appName': '时间规划局 - 倒计时与提醒事项', 'icon': 'https://is2-ssl.mzstatic.com/image/thumb/Purple125/v4/11/5e/fe/115efe48-a312-6930-9f8f-5cbe98f57ac3/source/100x100bb.jpg', 'publisher': '霞 王', 'country': 'cn', 'file_size': '', 'price': '3.00'}, 'lastReleaseTime': '2021-07-06', 'keywordCover': '9449', 'keywordCoverTop3': '1552', 'company': {'id': '4959', 'name': '深圳市易创美讯网络科技有限公司'}, 'rank_a': {'ranking': 9, 'change': 1, 'genre': '总榜'}, 'rank_b': {'ranking': 2, 'change': 0, 'genre': '应用'}, 'rank_c': {'ranking': 1, 'change': 0, 'genre': '工具'}, 'comment': {'rating': 4.9, 'num': '33.3万'}}, {'index': 10, 'appInfo': {'appId': '1568227942', 'appName': '梦幻仙王-全民经典回合巨作', 'icon': 'https://is5-ssl.mzstatic.com/image/thumb/Purple115/v4/f5/58/3b/f5583bc1-d9c9-ed1a-080b-8d9fadd11345/AppIcon-1x_U007emarketing-0-10-0-0-85-220.png/180x180bb.png', 'publisher': '厦门郝库科技有限公司', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2021-07-12', 'keywordCover': '6874', 'keywordCoverTop3': '119', 'company': {'id': 0, 'name': '-'}, 'rank_a': {'ranking': 10, 'change': 2, 'genre': '总榜'}, 'rank_b': {'ranking': 8, 'change': 1, 'genre': '游戏'}, 'rank_c': {'ranking': 6, 'change': 0, 'genre': '动作'}, 'comment': {'rating': 3.5, 'num': 13}}, {'index': 11, 'appInfo': {'appId': '1537753971', 'appName': '修仙传-古风修真手游', 'icon': 'https://is4-ssl.mzstatic.com/image/thumb/Purple124/v4/ff/09/70/ff097028-92cc-0eec-fb8c-e8fae2e0ade0/source/100x100bb.jpg', 'publisher': '海林 杨', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2021-01-07', 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垃圾短信过滤', 'icon': 'https://is3-ssl.mzstatic.com/image/thumb/Purple115/v4/80/e9/6f/80e96fe4-9c31-cda6-a4d2-1e308184baf8/AppIcon-0-0-1x_U007emarketing-0-0-0-7-0-0-sRGB-0-0-0-GLES2_U002c0-512MB-85-220-0-0.png/180x180bb.png', 'publisher': 'Zhenlu Zou', 'country': 'cn', 'file_size': '', 'price': '3.00'}, 'lastReleaseTime': '2021-07-12', 'keywordCover': '1117', 'keywordCoverTop3': '100', 'company': {'id': 0, 'name': '-'}, 'rank_a': {'ranking': 36, 'change': -1, 'genre': '总榜'}, 'rank_b': {'ranking': 14, 'change': -2, 'genre': '应用'}, 'rank_c': {'ranking': 4, 'change': 0, 'genre': '工具'}, 'comment': {'rating': 4.6, 'num': 5643}}, {'index': 37, 'appInfo': {'appId': '1056920931', 'appName': '钢铁战队！(Iron Marines)', 'icon': 'https://is4-ssl.mzstatic.com/image/thumb/Purple115/v4/b1/49/fe/b149feaf-96b5-8577-7636-8ccf96438c27/source/100x100bb.jpg', 'publisher': 'Ironhide S.A.', 'country': 'cn', 'file_size': '', 'price': '18.00'}, 'lastReleaseTime': '2021-06-24', 'keywordCover': '4452', 'keywordCoverTop3': '409', 'company': {'id': 0, 'name': '-'}, 'rank_a': {'ranking': 37, 'change': -5, 'genre': '总榜'}, 'rank_b': {'ranking': 23, 'change': -1, 'genre': '游戏'}, 'rank_c': {'ranking': 10, 'change': 0, 'genre': '动作'}, 'comment': {'rating': 4.9, 'num': '4.93万'}}, {'index': 38, 'appInfo': {'appId': '1455211711', 'appName': '异化之地', 'icon': 'https://is2-ssl.mzstatic.com/image/thumb/Purple125/v4/bf/35/48/bf354856-e015-664d-c118-c7cf68734094/AppIcon-1x_U007emarketing-0-9-0-85-220.png/180x180bb.png', 'publisher': '雷霆游戏', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2021-06-02', 'keywordCover': '13291', 'keywordCoverTop3': '698', 'company': {'id': '45118', 'name': '深圳雷霆信息技术有限公司'}, 'rank_a': {'ranking': 38, 'change': 6, 'genre': '总榜'}, 'rank_b': {'ranking': 24, 'change': 3, 'genre': '游戏'}, 'rank_c': {'ranking': 4, 'change': 2, 'genre': '冒险'}, 'comment': {'rating': 4.8, 'num': '8.28万'}}, {'index': 39, 'appInfo': {'appId': '1525189658', 'appName': '暮宝少年御妖录：单机游戏', 'icon': 'https://is3-ssl.mzstatic.com/image/thumb/Purple125/v4/18/a7/4d/18a74d16-7b9b-a5a8-abe5-1e4b9bd271c3/source/100x100bb.jpg', 'publisher': 'Shenzhen Shengxunda Technology Co.,Ltd', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2021-06-09', 'keywordCover': '17036', 'keywordCoverTop3': '549', 'company': {'id': '33970', 'name': '深圳市盛讯达科技股份有限公司'}, 'rank_a': {'ranking': 39, 'change': 0, 'genre': '总榜'}, 'rank_b': {'ranking': 25, 'change': -1, 'genre': '游戏'}, 'rank_c': {'ranking': 2, 'change': 0, 'genre': '字谜'}, 'comment': {'rating': 4.5, 'num': 523}}, {'index': 40, 'appInfo': {'appId': '916366645', 'appName': 'Procreate Pocket', 'icon': 'https://is2-ssl.mzstatic.com/image/thumb/Purple115/v4/4c/37/71/4c37715b-f292-3ff9-3324-b95a0e328190/source/100x100bb.jpg', 'publisher': 'Savage Interactive Pty Ltd', 'country': 'cn', 'file_size': '', 'price': '30.00'}, 'lastReleaseTime': '2021-05-17', 'keywordCover': '3170', 'keywordCoverTop3': '158', 'company': {'id': 0, 'name': '-'}, 'rank_a': {'ranking': 40, 'change': -3, 'genre': '总榜'}, 'rank_b': {'ranking': 15, 'change': 0, 'genre': '应用'}, 'rank_c': {'ranking': 1, 'change': 0, 'genre': '图形和设计'}, 'comment': {'rating': 3.8, 'num': 1649}}, {'index': 41, 'appInfo': {'appId': '1454603677', 'appName': '一剑断念-登录送百次抽卡', 'icon': 'https://is4-ssl.mzstatic.com/image/thumb/Purple125/v4/58/d5/45/58d54591-f5a4-286e-3108-c1f9be8e5870/AppIcon-0-0-1x_U007emarketing-0-0-0-10-0-85-220.png/180x180bb.png', 'publisher': 'shuangwei Interactive Entertainment Co., Ltd.', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2021-04-28', 'keywordCover': '10972', 'keywordCoverTop3': '168', 'company': {'id': '32275', 'name': '上海易联网络技术有限公司'}, 'rank_a': {'ranking': 41, 'change': 6, 'genre': '总榜'}, 'rank_b': {'ranking': 26, 'change': 3, 'genre': '游戏'}, 'rank_c': {'ranking': 5, 'change': 2, 'genre': '冒险'}, 'comment': {'rating': 3.3, 'num': 513}}, {'index': 42, 'appInfo': {'appId': '982227026', 'appName': '聚爆Implosion', 'icon': 'https://is5-ssl.mzstatic.com/image/thumb/Purple114/v4/11/ea/47/11ea47dd-0589-fc5e-b676-2bd1316f1b41/AppIcon-1x_U007emarketing-0-7-0-85-220.png/180x180bb.png', 'publisher': 'chengdu longyuan Network Technology Co. Ltd.', 'country': 'cn', 'file_size': '', 'price': '12.00'}, 'lastReleaseTime': '2020-11-05', 'keywordCover': '1013', 'keywordCoverTop3': '76', 'company': {'id': '5707', 'name': '成都龙渊奇迹网络科技有限公司'}, 'rank_a': {'ranking': 42, 'change': -2, 'genre': '总榜'}, 'rank_b': {'ranking': 27, 'change': -2, 'genre': '游戏'}, 'rank_c': {'ranking': 6, 'change': -2, 'genre': '冒险'}, 'comment': {'rating': 4.5, 'num': '1.3万'}}, {'index': 43, 'appInfo': {'appId': '373311252', 'appName': 'TouchRetouch', 'icon': 'https://is2-ssl.mzstatic.com/image/thumb/Purple125/v4/45/ae/9e/45ae9e1a-91b3-5536-e92a-40efa706d5d6/source/100x100bb.jpg', 'publisher': 'ADVA Soft GmbH', 'country': 'cn', 'file_size': '', 'price': '12.00'}, 'lastReleaseTime': '2021-06-25', 'keywordCover': '4215', 'keywordCoverTop3': '236', 'company': {'id': 0, 'name': '-'}, 'rank_a': {'ranking': 43, 'change': 0, 'genre': '总榜'}, 'rank_b': {'ranking': 16, 'change': 1, 'genre': '应用'}, 'rank_c': {'ranking': 1, 'change': 0, 'genre': '摄影与录像'}, 'comment': {'rating': 4.8, 'num': 8901}}, {'index': 44, 'appInfo': {'appId': '1464555198', 'appName': '不折叠输入法', 'icon': 'https://is1-ssl.mzstatic.com/image/thumb/Purple115/v4/48/f5/b8/48f5b877-34fb-1e22-d51c-f2e7a4dae101/source/100x100bb.jpg', 'publisher': 'JUNJIE HUANG', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2021-06-17', 'keywordCover': '7167', 'keywordCoverTop3': '175', 'company': {'id': 0, 'name': '-'}, 'rank_a': {'ranking': 44, 'change': 2, 'genre': '总榜'}, 'rank_b': {'ranking': 17, 'change': 1, 'genre': '应用'}, 'rank_c': {'ranking': 5, 'change': 0, 'genre': '工具'}, 'comment': {'rating': 2.7, 'num': 905}}, {'index': 45, 'appInfo': {'appId': '388624839', 'appName': '扫描全能王付费版 - 文字识别翻译传真', 'icon': 'https://is5-ssl.mzstatic.com/image/thumb/Purple114/v4/d5/78/07/d57807cc-a6c2-c4d0-7e10-5e078fdfec2a/source/100x100bb.jpg', 'publisher': 'Linguan Data', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2021-01-04', 'keywordCover': '14493', 'keywordCoverTop3': '885', 'company': {'id': '409', 'name': '上海合合信息科技发展有限公司'}, 'rank_a': {'ranking': 45, 'change': 4, 'genre': '总榜'}, 'rank_b': {'ranking': 18, 'change': 1, 'genre': '应用'}, 'rank_c': {'ranking': 2, 'change': 0, 'genre': '效率'}, 'comment': {'rating': 4.9, 'num': '4.51万'}}, {'index': 46, 'appInfo': {'appId': '1459076631', 'appName': '隐形守护者', 'icon': 'https://is3-ssl.mzstatic.com/image/thumb/Purple114/v4/e3/34/ca/e334caa6-8310-a566-b873-895686ead8ac/source/100x100bb.jpg', 'publisher': '极光计划', 'country': 'cn', 'file_size': '', 'price': '18.00'}, 'lastReleaseTime': '2020-08-11', 'keywordCover': '3485', 'keywordCoverTop3': '173', 'company': {'id': '11', 'name': '深圳市腾讯计算机系统有限公司'}, 'rank_a': {'ranking': 46, 'change': -5, 'genre': '总榜'}, 'rank_b': {'ranking': 19, 'change': -3, 'genre': '应用'}, 'rank_c': {'ranking': 4, 'change': 0, 'genre': '娱乐'}, 'comment': {'rating': 4.3, 'num': 7455}}, {'index': 47, 'appInfo': {'appId': '1271620263', 'appName': '艾希 - ICEY', 'icon': 'https://is1-ssl.mzstatic.com/image/thumb/Purple125/v4/f5/f0/56/f5f0561e-a931-9105-e9e6-76e2e6c9557b/source/100x100bb.jpg', 'publisher': 'X.D. Network Inc.', 'country': 'cn', 'file_size': '', 'price': '18.00'}, 'lastReleaseTime': '2021-05-28', 'keywordCover': '2886', 'keywordCoverTop3': '407', 'company': {'id': '30742', 'name': '心动网络股份有限公司'}, 'rank_a': {'ranking': 47, 'change': -5, 'genre': '总榜'}, 'rank_b': {'ranking': 28, 'change': -2, 'genre': '游戏'}, 'rank_c': {'ranking': 13, 'change': -1, 'genre': '动作'}, 'comment': {'rating': 4.6, 'num': '1.61万'}}, {'index': 48, 'appInfo': {'appId': '1448023392', 'appName': '仙国志-三国策略角色扮演手游', 'icon': 'https://is3-ssl.mzstatic.com/image/thumb/Purple113/v4/f5/65/8c/f5658cdd-4c4d-7566-8b09-632dbf9afdf7/source/100x100bb.jpg', 'publisher': 'Mind Energy Co.,Ltd.', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2020-05-21', 'keywordCover': '12941', 'keywordCoverTop3': '565', 'company': {'id': 0, 'name': '-'}, 'rank_a': {'ranking': 48, 'change': 5, 'genre': '总榜'}, 'rank_b': {'ranking': 29, 'change': 2, 'genre': '游戏'}, 'rank_c': {'ranking': 11, 'change': 1, 'genre': '角色扮演'}, 'comment': {'rating': 4.6, 'num': 8060}}, {'index': 49, 'appInfo': {'appId': '1134805859', 'appName': '迷失岛', 'icon': 'https://is5-ssl.mzstatic.com/image/thumb/Purple115/v4/96/c1/44/96c144f2-43de-19d5-f0e1-63b4fa914060/source/100x100bb.jpg', 'publisher': 'COTTONGAME Network Technology Co., Ltd.', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2021-06-19', 'keywordCover': '2085', 'keywordCoverTop3': '78', 'company': {'id': '913000', 'name': '上海胖布丁网络科技有限公司'}, 'rank_a': {'ranking': 49, 'change': 1, 'genre': '总榜'}, 'rank_b': {'ranking': 30, 'change': 3, 'genre': '游戏'}, 'rank_c': {'ranking': 1, 'change': 0, 'genre': '益智解谜'}, 'comment': {'rating': 4.5, 'num': 2031}}, {'index': 50, 'appInfo': {'appId': '582528844', 'appName': '今日头条(专业版)', 'icon': 'https://is2-ssl.mzstatic.com/image/thumb/Purple125/v4/be/0d/0e/be0d0e1b-a5de-1790-1537-b2be542fe7fe/source/100x100bb.jpg', 'publisher': 'Beijing Bytedance Technology Co., Ltd.', 'country': 'cn', 'file_size': '', 'price': '1.00'}, 'lastReleaseTime': '2021-07-09', 'keywordCover': '11614', 'keywordCoverTop3': '192', 'company': {'id': '9644', 'name': '北京字节跳动科技有限公司'}, 'rank_a': {'ranking': 50, 'change': 2, 'genre': '总榜'}, 'rank_b': {'ranking': 20, 'change': 0, 'genre': '应用'}, 'rank_c': {'ranking': '-', 'change': 0, 'genre': '新闻'}, 'comment': {'rating': 4.7, 'num': '6.02万'}}], 'snapshot': '18:30:02', 'is_logout': 1}
{'appId': '1564619070', 'appName': '兽人争霸-魔幻之诗', 'icon': 'https://is3-ssl.mzstatic.com/image/thumb/Purple115/v4/ba/d6/25/bad62563-0296-939d-6e46-b77fc8590427/AppIcon-1x_U007emarketing-0-10-0-85-220.png/180x180bb.png', 'publisher': '山海经游戏工作室', 'country': 'cn', 'file_size': '', 'price': '1.00', 'continuousFirstDays': 1}
{'appId': '1369418571', 'appName': '英雄棋士团', 'icon': 'https://is1-ssl.mzstatic.com/image/thumb/Purple125/v4/5a/c2/85/5ac285e6-b269-2a99-537d-37406a638f8c/AppIcon-0-0-1x_U007emarketing-0-0-0-7-0-0-sRGB-0-0-0-GLES2_U002c0-512MB-85-220-0-0.png/180x180bb.png', 'publisher': 'Beijing Pengling Technology Co., Ltd', 'country': 'cn', 'file_size': '', 'price': '1.00'}
{'appId': '1544202139', 'appName': '傲世群英传:无双乱斗', 'icon': 'https://is4-ssl.mzstatic.com/image/thumb/Purple124/v4/e1/70/28/e170288c-88aa-b0a0-0755-0b9ea7213754/AppIcon-1x_U007emarketing-0-6-0-85-220.png/180x180bb.png', 'publisher': '嗨逗游戏', 'country': 'cn', 'file_size': '', 'price': '1.00'}
{'appId': '1552187597', 'appName': '修罗剑尊-仙灵幻想', 'icon': 'https://is1-ssl.mzstatic.com/image/thumb/Purple125/v4/ff/36/b9/ff36b990-4a58-6bb9-5248-737390e93d5c/source/100x100bb.jpg', 'publisher': '神启工作室', 'country': 'cn', 'file_size': '', 'price': '1.00'}
{'appId': '1571705052', 'appName': '奇迹仙侠—3D梦幻情缘手游：笑傲天下', 'icon': 'https://is5-ssl.mzstatic.com/image/thumb/Purple115/v4/f2/70/60/f2706078-dae4-8a80-63bf-858e6a074347/AppIcon-1x_U007emarketing-0-10-0-85-220.png/180x180bb.png', 'publisher': 'Guangzhou Menwee Technologies Co., Ltd.', 'country': 'cn', 'file_size': '', 'price': '1.00'}

完结撒花!

总结

本篇文章只是粗略的记录了一下寻找analysis生成的过程. 得到anaylsis后还需要一些处理才可以拿到数据. 并且每个页面的analysis值不通用, 需要传入不同的参数值进行加密. 这是本人第一次在爬虫脚本中使用js逆向. 感受就是要有耐心, 虽然恶心慢慢看,一步一步调试, 还是很容易破解的.同时也参考了几位大神的教程, 都很详细,受益匪浅. 特此感谢!

七麦js破解，python爬取app榜单
Qimai爬取七麦数据网APP榜单数据
数据抓取实践：对加密参数及压缩混淆JS的逆向分析

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