Modern Web Scraping with Python and Selenium

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In this article, Toptal Software Developer Neal Barnett demonstrates how you can use Python and Selenium to scrape sites that employ a lot of JavaScript, iframes, and certificates. [Continue Reading](Vmxt907RYbRcW12tGFg98vbxC0/*W8HdbjH6xwHYKN1lQzsWZjdJf0/5/f18dQhb0SfHn9cty32N7rRy-jHyjJqVQBhHb653kk-W3hHh8V5Cgxh0VnQ9Qq8--HBkW8Z_2Kr2K85-MN5mZ50Nq1D3-W8VmMGk32WKPrW5p6bzh1TxP-_W7qYg0b4f77L8W61SSZm7mG7sDW51vX4y6GmspjW1dqWs66nfQxSW4s2K_h2mHpQ8N32n0Yg-zk2JW47YlYy4bfcHbW47Xx4z3C811XW4-TPrs2KQ2YYW6lD20d49WVtrW3VVg3w8cqGpmW3X0g0y6bp1cMVbq5fx4TKc2lW5vKvRK962qzlW15bY2J8Rg4jtN6-q3LMdxv8DW3rRSfn6NjQTpW9jkwnb62Phc3W8yc_L06204TvW51qkT62ZS2KXW72SZDH4DZBpxW4rSB6K2TKrgKW3K4Ypw623jpGW3yBtjt5jsrcjW4WHM9m6NV1lzW3zycVm8nxxNsMYj5xtG45VMW5N_GqR3MYtL0W93sjYN8csGDVVD2JF57nSXs6W5qK2T65rbnjHW5B2myn5CHDwcW5gdWnV1v3sM0W61lPZv26mLysW7T84SQ9l-mqxV58zSC4lyGMcW70q-r88kxfNZW567Z1g1XNJnHVpV__k77DHFx111) [Save to Pocket](Vmxt907RYbRcW12tGFg98vbxC0/*W4588js3BrmkkW6R_s1x4gYJjM0/5/f18dQhb0SmhZ4y8ZNNW668SKv4T_wynVQZbhx7fK3szVscYz-1SddPTW53DQ4N7KZZc4W8TDJlw2NTNt9W4dQ1nV7r9qZ9W557zC98njFGGW13Vspq4JT8MdW3nV8Cr5S-t_5W2-qjtY1M1HkQW7lcBHs49vnpnW1Gp6LW1FmD0BW7TzxPj7nbN3zW6GKQnN7mHF3-W7sTjsd2Qy-dfW3zPlz41YZZk3W2NBsYL2RgQjTV9N8CP8V69QBW1GTqwD55nSC9W1VJH714c2Rr9W3d8Tfx32p-C3W4cMfVr3Kqlz7W2KFZxK3Z7klrW3QVfXS1txG9NW6GsfdK8XNh8_W7JM4K71WcchSW46W0lx7pG3_DW7ltdzv8ZP8JxW7spR5w6HFMy3W1KHdxn1YYw24Vz9SZ020VxxNW8Y1yC092qpMnW1KQwJg8Qs68_W90-Mbj4mJRZtW1R-XNN4-JV_WW7lHLfT6bw6RNW8QW-rV7q72kSN1TL7nWr_ycHW4nnjQt68z7knW6KZyjy19zKNsW45vVzJ4Pw1VkW2sbPxn1C0xxkW2-CW7h2-Bc-KW3B-6Wk3MtK3mW2sG3RB53bF3vVWDM002vDgY2W3kdFFz4sKDS3W56fBf13M9c0JW4H3crC8hHj6PN5MT1xsVMPVbVVrLq88YYvQrf5NMM0W04) About the Author Vmxt907RYbRcW12tGFg98vbxC0/*N3t269GtWtx8W3kNkBR6jQ1710/5/f18dQhb0S9r39jW3HdW8pt07H50RnyCVpPFS532xGG_W1FSlVh2P7_nXVcnTGj992gLmW4t0sSr1n3kJCW7nwMJH2ysmj9W6PkRl56bws9dW2J50V769LP-zW61SSZm7mG7sDW51vX4y6Gmsp-W1dqWs66nfQxSW4s2K_h5CRkYjW5Pn_RF6QbKlFW2y0Ytc2-J-SLW2z_tPY41Q2SWW6gs7FK3VKVtLW6nGl8C2PS9sYW2HT8mr6m40QSW8Hr_PD7d094fW6G7Fbl4DFfS3W6R8cnJ65svgpW8JRx936PVy2gVYQ36g15f1Q7N3gkRxzRS4bPW8pQ43V7fZ5YSW4MkNyL7fYZ2fW6ZZ3cZ3s53YtW1nvyMY9j7w0XW9j5mSB6mXJTqW2zWspW8RPsmRN4rvx8NPyWr-W4DFHjD4s9hqgN4X7RDG3M04zW5bnbqp5s6QyHW5w9Nk58lGnl6W2VQTqd7dr9qWW72YqDy8ppfrLW30Yyn030YFXSW5rbmBx5PY9dJN8f2VYbg6FhFVWDM002vDgY2W3kdFFz4sKDS3W56fBf13M9c0JW4H3crC8hHj6PN5MT1xsVMPVbVVrLq826RNgwf4dVPV604 Neal Barnett Software Developer Neal has more than 20 years of experience with SQL databases. He loves discussing, designing, and creating new schemas, optimizing queries, views, and stored procedures, managing projects, and building websites using .NET, Python, and WordPress. [Hire the Author](Vmxt907RYbRcW12tGFg98vbxC0/*W8pkJQd6prgp-W7XGx-V9j1Ddw0/5/f18dQhb0S9r39jW3HdW8pt07H50RnyCVpPFS532xGG_W1FSlVh2P7_nXVcnTGj992gLmW4t0sSr1n3kJCW7nwMJH2ysmj9W6PkRl56bws9dW2J50V769LP-zW61SSZm7mG7sDW51vX4y6Gmsp-W1dqWs66nfQxSW4s2K_h5CRkYjW5Pn_RF6QbKlFW2y0Ytc2-J-SLW2z_tPY41Q2SWW6gs7FK3VKVtLW6nGl8C2PS9sYW2HT8mr6m40QSW8Hr_PD7d094fW6G7Fbl4DFfS3W6R8cnJ65svgpW8JRx936PVy2gVYQ36g15f1Q7N3gkRxzRS4bPW8pQ43V7fZ5YSW4MkNyL7fYZ2fW6ZZ3cZ3s53YtW1nvyMY9j7w0XW9j5mSB6mXJTqW2zWspW8RPsmRN4rvx8NPyWr-W4DFHjD4s9hqgN4X7RDG3M04zW5bnbqp5s6QyHW5w9Nk58lGnl6W2VQTqd7dr9qWW72YqDy8ppfrLW30Yyn030YFXSW5rbmBx5PY9dJN8f2VYbg6FhFVWDM002vDgY2W3kdFFz4sKDS3W56fBf13M9c0JW4H3crC8hHj6PN5MT1xsVMPVcVVrLq852vZs2f4dVPV604) Other recommended articles: - [Web Scraping with a Headless Browser: A Puppeteer Tutorial](Vmxt907RYbRcW12tGFg98vbxC0/*VhHnkB18G3W6W5jyY386P5r5M0/5/f18dQhb0SfHw9c-gFRW5vB61F1m4DtzW1D8Bln2Q2dn5W6Blzmx1Vq7GqVLDpF18CSvhfW8CRP2G5qjcTMN1nPLDMTxbN6N60MjcnSc8N6N1qgc_vQB-FlVQc1xm65HP1-W62syLx2NSXS8VKnDW72MTPSyVKng6q1Wg4bjN2tHPvnZvXb6W62mp7Q7Q2PqtV6T6QB975bfYW4VZ3n92yJF1WVYT2jk6P4lCXW3xPtL65rC5Q6W3lCkqG5RfnqlW2HT8mr6m3_YrW8Hr_PD7d094fW6G7Fbl4DFfS3W6R8cnJ65svgpW8JRx936PVy2gVYQ36g15f1Q7N3gkRxzRS4bPW8pQ43V7fZ5YSW4MkNyL7fYZ2fW6ZZ3cZ3s53YtW1nvyMY9j7w0XW9j5mSB6mXJTqW2zWspW8RPsmRN4rvx8NPyWr-W4DFHjD4s9hqgN4X7RDG3M04zW5bnbqp5s6QyHW5w9Nk58lGnl6W2VQTqd7dr9qWW72YqDy8ppfrLW30Yyn030YFXSW5rbmBx5PY9dJW8f2VVR2dHn6jVWDM002vDgY2W3kdFFz4sKDS3W56fBf13M9c0JW4H3crC8hHj6PN5MT1xsVMPVbMVrLq8QpMH9f5yXs_P04) - [Automation in Selenium: Page Object Model and Page Factory](Vmxt907RYbRcW12tGFg98vbxC0/*W5K65W87k2hrvN14SJ8PJGwkr0/5/f18dQhb0S1Wd2p44bJW12NntM2qzRlKN2YWVd08-2XpN3ZwKqvp2N1DW8w8T9q3YD-hnW6wQ4473NxW8dW3-0xMw1ZypBcW73LPgg3hsVs9N54rxqD9CHR0W37C8Fj1rknvbW78wqFl8NnJZTW1JLHgD3tMPqYW1G-xVr20l--QN5vMCS1JvTdPW5-jSTc6TZD_7W11XKly6gt9R0W6slzLB1tqBrfN7l-hHpBKXVKV-z97G2nVrC5W2p72322gBgrNVGPtBn6ymzMDW8_VLlG4vVPJkN7h60Gbp2YgxW90KTSn3l946xW2HS8Vr7_bCxpW1Cy7HN7t7SCRW5kZZDS1Dyg3pW8q4Wjk6lqFBmW3tx6nF6j_HpZW6yBYqT2x4wxgW6BCyg053tHj0W5htvtP4jVkCLW7whrXQ3-3dfxW83NJNn25jtjNW1qkNh_95jzc2W6dd7GP18BtTzW89f1zM8Dnw47W4hp1lj6X42t8W2HSm_75-GzcwW4MQBs78CVPb8VclrnL8qWPz0W4yB-2D4j3f9DW4v76xZ18G5byW4t6WTF6BMLdFW5KZsmk95J6wvW2pkm4n7h868RW3T1vzJ7jBYGWW4lDNQH96zPSXW8Mj6kc2ghm5BW2YQLwH7wz69_W704XGj9m4V0WW4tqRX485GKqTW5ZBRk78N6tC2111) - [Supercharged Testing Tips for 2019: A Java Automation Testing Tutorial](Vmxt907RYbRcW12tGFg98vbxC0/*W5Nmg4H5Rw-R6W1h9jvC25JSpP0/5/f18dQhb0S65P73n-RMW12NsHf1k5nFRW2vHk4n2vynR3W3XbWH-1DZzzpW6vQ5VY26fH-ZW9g8XT34m8zP3W1g53CR1msmK1W3pNm2Y7D7k43W68b0BJ5h3RYzW8bYCGb1721yTW8VDgcS2gmTB0W7KRrTj4VlHSxW7zRxlB70Sbb1W3GB_mf4CPWJyN5gkcXZHRrq6W8yPGfl6rkvD6W2Z_vPQ1Pm18dW1f7yzm8pghfMW7bL7Vv500cNtW35rSKL7vmvLWW8zVhjq7LWQ2pW5FHcVy6Y81xfW5cvzfj6gbKRXW6zP9kR731Z-ZW4LlLrv1t-wSyW5NpM3w45pxwCW1_P0sL8dZ_MxW7QJ0S53kMpybVM82zq41wp2yV-JXPg6QvqwZW1L0P7v820gj2W86xHy58C6mqYW6ytk712fsvZPN7L9gQ-yfd7GW5PCGDk53JTNyW3Kycg46Cxfk5W2rhk7r7c_Xf2W2K_2Fy3L2lDMW3zKR9Y8JJvRCW12HHFR2HRBjSW1PkQHS2dM-v2W4ljWNz57QDtfW69JYsb6YTTWQW2rQmWC7DckdkW93bndm6B4904Vj_TLZ5SbGRPW3vCGxP2h1H8VW8dg8LH8cZT2rVhgtNP2rnW_2103) - [Integration and End-to-end Tests Made Easy with Node.js and MongoDB](Vmxt907RYbRcW12tGFg98vbxC0/*W5Q1Wm12Yg2ckW4-GYYt68Sgvy0/5/f18dQhb0S3j47B0ghgV1xykG4-BXsQW5X5rkM3d8vZkW64bDH_3WPLNGW40ktjp4vNhMCW27DCJ32Hr7HLW6ZVjnj2g9V4VW4PdzMw3sXH80W1k-J9Z5HyG8RW6kB5Zb8StnwZW81xVbr4zmFgTW6mbXZ7338VC2W6g00Cb3FrHxHW7CckhG1t_F6gW95k3Vc5HZ2YNVxs_z463yPM0VkmyCC67Mt49W7nBnKJ8nJqCqN56w0VFSW7DPV_psYR2x3nwpW2gv39W5XJ-FHV6wC_k3krYjbW4hmjWP71T-GtW1GlyXd309hXBN5TK2GMyVKhYW90zbXr5Q9hz4W63VfLy3W-1D0W6jNcgX3mWhwwW3LsL6p5-cB-rW4dkblY6hNFFBM_C-RYG5X4kW2m8P6z6Cfc_5N4b9FMP4v5BGW1VM80J5qSfn0W6gPFJX3jpzsbW3zG0L329D4XKW5N1RZw8xjf2nW1tD8dt5GpkdlN7NvRPgQb7TVN3b0yj3pRZffW1Jd0Cd6BtdJBW3FzRq69kp3hgW2x7R3G4pnf4fW63VJdv5hZXBQW3T5CGJ6t61-LW8rz64V90Z59PW4FwCWF9dDr3MW1XR_S_7ScH3HN5dKMC2Jpd-hW3JYpFw5q1g_20) - [Orchestrating a Background Job Workflow in Celery for Python](Vmxt907RYbRcW12tGFg98vbxC0/*W5KQFJ-6QX0LgW7CD_fl6VcVdM0/5/f18dQhb0S2C82-b7dxV11sk43zs9GJW2G4n-R2qMJ_QW8CMSrw1QN3MYW1R-Pjb4gBKLmW67qpT66XB1RGW2vswBc5531WcW1L0c-T93DbXHW44y72j4t9ZzkW1sLG9y84W9HqW94gLfW3WdBvYV4jXL_2J0B85W3vVl9-3_vJC-W94PDQD7b0q_hW7Thl4j2RMcxMW1bdN8R5xnHSLN1QsBrv3gnvPW7dnDhz2yNyfLW2sGLkc8CZ102W4nY8Qs4XdvN6W3fl2Z55GBH5KW4WJ24M8x_Gm4W7lT89x1P7ZJkN4f6LY6nSzmMW2dnGrz6dKbfgN1MWs0N8xYJZVWkjC72VcBKZW6rDGDl6nXWnrW3ZFqvk50BhvNW48-FG03xfJTNW51F3XZ21b4HyN2wlq7Wf6fVrW4FPV0b310X2sW7JdmKG1Dl3YbN6LQn6GRhdnBW6_wJ215-QqBWW29CW0D6dZKGNW1VGg-J3FL5qwW34YlH23vHq6yVcj1Dp1yGMnZV3wRdZ5xNZRBW1DbVtD92xbq_MGlX-5P4NSPW6dhdW93dGkZ3TKXLQ15hRHqW6-SVLj4yF3QCW8K68p_6hcF2cW7T86nR7D_XgQW8x1cSH2Pl3GPN3NcrWYGk8kr111) Hiring Software Developers? Looking for an elite software developer with extensive experience to join your team? Get started with a Toptal account to hire vetted experts like [Neal Barnett](Vmxt907RYbRcW12tGFg98vbxC0/*W96Cmg25MLQtBW6YswsK4XtflS0/5/f18dQhb0S9r39jW3HdW8pt07H50RnyCVpPFS532xGG_W1FSlVh2P7_nXVcnTGj992gLmW4t0sSr1n3kJCW7nwMJH2ysmj9W6PkRl56bws9dW2J50V769LP-zW61SSZm7mG7sDW51vX4y6Gmsp-W1dqWs66nfQxSW4s2K_h5CRkYjW5Pn_RF6QbKlFW2y0Ytc2-J-SLW2z_tPY41Q2SWW6gs7FK3VKVtLW6nGl8C2PS9sYW2HT8mr6m40QSW8Hr_PD7d094fW6G7Fbl4DFfS3W6R8cnJ65svgpW8JRx936PVy2gVYQ36g15f1Q7N3gkRxzRS4bPW8pQ43V7fZ5YSW4MkNyL7fYZ2fW6ZZ3cZ3s53YtW1nvyMY9j7w0XW9j5mSB6mXJTqW2zWspW8RPsmRN4rvx8NPyWr-W4DFHjD4s9hqgN4X7RDG3M04zW5bnbqp5s6QyHW5w9Nk58lGnl6W2VQTqd7dr9qWW72YqDy8ppfrLW30Yyn030YFXSW5rbmBx5PY9dJN8f2VYbg6FhFVWDM002vDgY2W3kdFFz4sKDS3W56fBf13M9c0JW4H3crC8hHj6PN5MT1xsVN060VVrLq83jkK2Sf4dVPV604). 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