{"id":319,"date":"2021-11-01T15:20:31","date_gmt":"2021-11-01T15:20:31","guid":{"rendered":"http:\/\/18.141.20.153\/?p=319"},"modified":"2025-08-22T07:23:51","modified_gmt":"2025-08-22T07:23:51","slug":"how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2","status":"publish","type":"post","link":"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/","title":{"rendered":"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?"},"content":{"rendered":"<span class=\"rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Reading Time: <\/span> <span class=\"rt-time\">9<\/span> <span class=\"rt-label rt-postfix\">minutes<\/span><\/span>\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh4.googleusercontent.com\/Jtyk3hpXjyqdCYoGxdphvjm3gcUWzXMkUAgUx8nIlPUVuQLAv5sMYKWurFeXl-tviDOIlDg8gkHtySZ06vK1rRw6CPPclrFINu0p51HSntFkZjvCAxNz1bTGcufTGHC4q9H5JdnJ\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">In our previous blog, <a href=\"https:\/\/www.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspace\/\">How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace(Part 1)?<\/a><\/p>\n\n\n\n<p class=\"has-text-align-justify\">We have discussed FSI&nbsp;and Amazon FinSpace as data management and analytics platform designed specifically for the FSI. We have also discussed FinSpace features, benefits, how it works, pricing, etc., and how it reduces the time it takes FSI organizations to find, prepare, and analyze financial data from months to minutes. Refer to the following image for a quick recap:<\/p>\n\n\n\n<p class=\"has-text-align-justify\">In this blog, we will explore the <a href=\"https:\/\/aws.amazon.com\/finspace\/\" target=\"_blank\" rel=\"noreferrer noopener\">Amazon FinSpace<\/a> dashboard by creating an environment.&nbsp;<\/p>\n\n\n\n<h2>Hands-On<\/h2>\n\n\n\n<p class=\"has-text-align-justify\">In this hands-on, we will see how we can create and make use of the Amazon FinSpace environment to simplify the process of Data Management and Analytics for prediction models.<\/p>\n\n\n\n<p class=\"has-text-align-justify\">In this hands-on we will be exploring the FinSpace dashboard and will create a new User Group, will add users to the user group, attach multiple permissions and thus, add a new dataset.<\/p>\n\n\n\n<p class=\"has-text-align-justify\">Finally, after attaching the required permissions and defining the schema for your dataset, we will then analyze the dataset on notebook on the Amazon SageMaker Studio console by integrating the FinSpace environment to the Amazon SageMaker Studio console and thereby accessing the data from the dataset for further analysis.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh3.googleusercontent.com\/yYSeFOMlAR5s69IG8C5MGQJjcvHDPAuz-ha6Ljd5pqhkjrBc1DMPk2N2ooeCXNdYF1mcuFDcf-WJEYtCE3u8wrko1-4q6TOdcOFVLz0Ny5sqC00u96coNlQxS-SNL9dGiVgFYRYp\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p><strong>To implement this, we will do the following:<\/strong><\/p>\n\n\n\n<ul><li>Login to your AWS console and look for the Amazon FinSpace service.<\/li><li>Select your preferred region based on the availability of service in that region.<\/li><li>Navigate to the Amazon FinSpace dashboard and create a new environment.<\/li><li>Create a new KMS key or select the default key if already created.<\/li><li>Attach the KMS key to your newly created environment.<\/li><li>Add a Superuser for your newly created environment.<\/li><li>Note down the Temporary password.<\/li><li>Navigate to the newly created environment domain and use the email address and temporary password to log in to your dashboard.<\/li><li>Set a new password for your FinSpace environment.<\/li><li>Create a new User Group in your FinSpace environment.<\/li><li>Attach the required permissions for the User Group and add the users to the group.<\/li><li>Upload a new dataset to your FinSpace environment.<\/li><li>Edit your schema based on your dataset.<\/li><li>Analyze the created dataset in a notebook on the Amazon SageMaker Studio console.<\/li><li>Connect your FinSpace environment to your notebook.<\/li><li>Analyze your dataset as per your requirements easily and efficiently to perform any type of prediction analysis.<\/li><\/ul>\n\n\n\n<p class=\"has-text-align-justify\">Login to your AWS console and navigate to the dashboard.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh6.googleusercontent.com\/HKLWIR527n-VAsRM2IHVwET931ng7ZYhWusmFT7SemHjiWdvfC9b3lngoxWr40ExMQK53RtxmYAzKCUIXDYKFjPh8ZDipfI2NdFPmZTz0BS96GVdbUKW2Rlb5lEwMuIvZh2HBYgb\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p>Search for Amazon Finspace service and click on it.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh6.googleusercontent.com\/anvXmndD1oxpZJZxtGucBo5IYEhUaUOdkMOsItpy3JW8wtfB9dSTQ88Zu4kW933nlfgq2yz3o1W6irgLIgMrHw6fXblZNgAs7GGmFdHX7pM5d5wJ1WavbF_TP6fViAii35urg3b4\" alt=\"\"\/><\/figure>\n\n\n\n<p>If the selected region is not available for a service, then choose some other region from the list of available regions.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/5KbHQUX3VQXz9RflcmwQ4WKptk_Ei6IxYgQsY7UG64v3VdqLnpmVF-3QYSWUgu4tDJnurLsAAJ3WROLC6-ig-kC8KdZYa3q-SPePDWiPhLqd2nBIHFUaqC0yO221iWrAeOhWRQkH\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">You will be navigated to the Amazon FinSpace service dashboard. Click on Create environment.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh3.googleusercontent.com\/IBH3iT--3Ui-WZsgGluSLzjKsITW0EsZoeMdormCER_bwkgAC17LJNNIjVMDByCZc6yW7lVHoFYaqmBr2G-zBhGaEiorGHSba3nHdmH_IAsUOVoo8BHqc0yxcOZiHXd8ws590XOX\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">You will be navigated to the Create Environment dashboard.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh6.googleusercontent.com\/cn8BxMoAa1vEw715mjqqtCHJKm7PaS9TE3tvQgNwtTsoDP1c_OuEjI_IScvc4VPAZ7nfPi00rTeisNw6mZ2WQDYvQpfQWxsbj43SfjqWFxpD2ThyEyK-jbZAYF4YoWVMBL5RyQF4\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Enter an environment name and a description if needed.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh3.googleusercontent.com\/xQ4RFdz5H7Zp4NSZqOOpZ-mpFL2M8kG5z58-RLduowNb5vEfVwsbRHkzaQ91FirqPm9htb2HOV2aJ3DchXWtKkwUJY9xl2Cls9mY0A4DHapF1x3GRi-KXhe23vztRbWNTYC82ive\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Now, select a KMS key if you have one already created. If not, create a new KMS key. Click on Create an AWS KMS key.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/ZGc5ZVMrOC80NHV5VqlDsOwVYND1OQmu0B6Rxbz-LLHoFL2gKr_6CX3gjRSbQfakZWOaDOHQcEN45JuPFDyC7qFwyIWLNjklmzdqs_iiIKMSQNZ8zhvvsq2xDxf-8xIA8sm01lhv\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Select Symmetric and click on Next.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh3.googleusercontent.com\/oK94RsAmbBX6XUN9muKIiQ364INkhctUchqiUpq4uHeqbbwsspP5ac501qpaw9DKVmeoCPObQYONcHPlj5qUvkfCye7xw_rzySLDj6WBZihHvqbbxXC45is5RLvTbPqurOxNQP_k\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Enter an Alias, a description and a tag if needed.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh6.googleusercontent.com\/_9L2ZCISXrr3Yz3ZHgfnxzgIIjn5njBBCQ_gzem-tgGeylc5j3ZGD4oIKa0Ed6FOXm8sl8aax4DhlBKb9b8rhum315urbJa0_z4BtJIEU5bhuWKFSUHE6uZSxo4KwtfvYCn_mBnS\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Scroll down and select Key administrators. Click on Next.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh6.googleusercontent.com\/gcxDpebbzHBAetH7o42N8HXpBnWY27anXAVtykdfXCvY36WZ_TJy6bpActy-j8UkIK5wDPj4fkRJS3S4WTwlydPrfcu_wzTsxOP2J1iXHVsWShDUZrZcrb6u_E3PojItCwW48hsA\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Select the accounts that should have access to the KMS key.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh3.googleusercontent.com\/BedojXRPjdVtfH2LMf9Y1E-BuHnda3YD-7w6ynP5yWm0-VFIhglRNN8EZ8FQpnhkkGLpCp3c0cPMuEluATCNycUg167dcD-SxEt9TdzwdYQUA3ntCqNLK2z1TGXyNXzvYZEJJvOx\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Cross verify the Key Policy and click on Finish.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/OIuiFmTzbRlA2jW0oi3MrPzXGNLZn3gB0MhDW9mK7-47RHWH-WDgHH2_iSjeHlb54R1r9K14tAz6t9BsiFMTioD3Qef1iANDzT__RBHUNK1Q06icDOg8kTz-YPI4CI9dypbRFLSy\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">On success, you will see a message as shown in the image below.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/E2KySFtrzpHJIGYeqiI_Opuux9CROUFc23AOxvP07YA-hXcnUi24LG0MMECoH2x7PxEuZF47OFGVND2xyq-EHBwkSQXF9iWQVY8Idu89ysYP1bC0NVIvjpBDf5SafzPFkcRGRyat\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Navigate back to the Create Environment dashboard. Select the newly created KMS key.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/msx_lbLu03TI0Y41hEbdBZY189Xqs6NKT2B0PnwZO1-_xqODZ3PHnZcPImAF4MToPgtFJe8xJ3jxOIHC9bRw96GD3VnSRHDAh36_lk5r1f5uwvvfz7wEg3zVY4rIvQjM8Q1_Mzra\" alt=\"\"\/><\/figure>\n\n\n\n<p>You can verify the KMS key selected after selecting the same from the dropdown.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh4.googleusercontent.com\/oW7alwJEIF4UfQs6Ic5PKhSJ4QnL23wxf2Ewgrhdz0M8GYlRKfLDEvbkgrH_dI8fwBAG_6ZbwTyKjTrdTLMS9I7LsboZaYxXHReNJ-ZI6Q_bKWum8PbrFwAAKP1xhT6vH6ZZ2haw\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Select the Authentication method as Email and password.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh4.googleusercontent.com\/u-sDHWLRkXGtgRO8ICF7WorEB-Oj5FFY5rAyDgsIF1e655pojjZ6W1erZ_2CxGcK7iqs6AsUnKv8YfQBHcLAjEVRRnKZLDV4NpgC84QO_2kBHrWJap_GQcVr2jBPOqvDgGxghqB5\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Add a tag for your environment. One done, click on Create Environment.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh6.googleusercontent.com\/yJad-k-rDQGcdpYdkLRVi4jquLvY4GvxCp2n7W7n0146mAkaYVJCyjUdNQ9VjPyL1VDC7mJuffjaQlnJQQUeoWqCC_Ew6xViCvjN4lqsHBsB9W7G5eRuSE0xXB-U79WiIo5NjXyu\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">On success, your environment will begin the process of creation. It might take an hour for your environment to be created.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/HHL6vNVNklaqr6g_qhEdtoHlStvJufoDgMBw4a1qCp8_qvYLlcOEr97DthHABDUc3YA5ATnxf7UOc3cT-uMFHDGxb_SNZgeJJ7II0YI10TQ--tGw7G6HEDhG-vgjVXrE6MeHD3s3\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">If you scroll down, you will see the sample data provided by FinSpace that you can load to your environment for testing purposes.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/H4lYvWtTtJVMeubfKqKqxE9lfLDkGl6ZZIcZTvbfKnvluIZ8-qtWxvCn5hj4BKlc6X9hJjQeVP-8mDC34M11u7iXfBsWGD54EMqQQVe_tN9FTMfZagfmqdGFv2N66JVbgD9y8cb8\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">On successful creation of the environment, you will see the message as shown in the image below.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh3.googleusercontent.com\/xxpU_CuOkzPmN5DdMFyHe1aKDE_YROf37Pw778cTa5jG8o0B5HhlATEABYpLHgkOgVPZ4roauprZcnSuh4r5pZaMjTn-iSG4sWs4A1Ix0Hruw1I1x5eznNc3dwprIwmqU09eesaH\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Scroll down and click on Add Superuser.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh6.googleusercontent.com\/zqNw8LFLbuI-eoFFO1y6tGeXvFCA8fbklujn7E9YU-3Rg9SHzKA5paXzIS-VJI1_2n9DaX3HJ5StOgjb2cHi0jd3hgCQAIzpWYGTBoQMH7TRPP4ybxz0zICAdtftH2390sNLPRfv\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">You will be navigated to the user creation dashboard.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh4.googleusercontent.com\/HmZEKRI24d5-Uzr0p5piCWDbAXz8m7o7MqelfCqcrJDlVV3ArOm4ZYU6rnYnX1N5ggrZLbT6ANNBvHD2a4SuqKVfgvM-ZtWf6xt3rVXrtohO26zMpMCooUae2mTXOmrebZOusmPN\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Enter the email address, first name and last name and click on Next.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/uFPTzpC5oU_jz_DCKWrF3iAQHrjkiDdT9apt2Znum-Qzlyg4yYp9qviqGrNF-fyysvPyZ6vH9eCuYpbeYlDHc2dLCFCbt7uHXEUMEAvjXy7PSNF-hFXl_lt-PaBjnBRDfYuMAwkM\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Verify the details and click on Create and view credentials.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh3.googleusercontent.com\/lfTogMdU3fuuDSj4Dj7XZSg_i2Uz38uXGYUXAQzb6l470nI1iOVX1BCPxGj4IeY1K5t1OXmfNkimYHTXGKTDq9FJioYnQdqjkHhXAwtCeH0x8wMqU5T9Lgvws-DM-unXcMKX2vA4\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">On successful creation, you will see the screen as shown in the image below.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/Ybz1vcWQRC15n7i4eqE_ubl6NmvhZ2LX_rDFBhsu_-ZyWqHV73AfrCaS5OYbDfyJBjKlUkkVCWPTNvzO14P85fhcjVlyGrCXOux0uGRKMnTRO_rSnxrHAk-4Rdz47Xl5T36ohiTk\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Scroll down and make a note of the temporary password. Click on Done.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh4.googleusercontent.com\/I4ffuqvzEYO4fCO8ErGdbKds45kw7hM10lUeWDCNGzdfY4Z7dggzBfU7gX_lYjDdQUzAItbkiJVjL79Gcb_jTBjNIMrJ_0OjSZX7O_dzbDKP7WoYu0HMGIqEwqKP3MKNVdal8LOi\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Now, click on the Environment domain to navigate to the FinSpace environment.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh6.googleusercontent.com\/iG_VTog0QBeVbzCoZVBk-h0iJejJevXXM9zoztMxEA3dEuchj6tDeDHMx3xTtpHdvxerEgVlqzSyh2Aarw_mg34ZWwVJxIzzFbo98DiHDCeuQvpZrifgmy7ENEBgp0g-vjLAVFwb\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Enter in the email and the temporary password to sign in.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh3.googleusercontent.com\/pqyWMnz1xQIE1yO8-TETc6WcCkar_-OvBrdKnSdsiyQuTP1MFmU3uF7kd7lhXNfMk0CF2kAmhoqJAyS6WSk-Uzl00d_6oMPhG4iIfF0SSNXV5Fydfr4nn4g_b1aC9CYkbEnBXN84\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Enter a new password for your account and click on Send.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh4.googleusercontent.com\/F_BCe2vz5UcWQJ7cCJckSFIRdP6B9ogugq_gzypfuAPSNy8vVzrh98OjDdoItEr361CKlOq-BgMrAxjxA-s2PSL4o09W_0DIxud0sMeqnBvhPOjE6eJ6naGvkhqGzrqVhDo6u-7Y\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">On success, you will be navigated to the homepage.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/7m6NnQSaz-FncqRJjd8fC5Aca2b_cw9wShAKVrpeYbyGluURo44B-uo8gCcEtvJFMTW2A4HeBkPVAkqOYv_tFfjdsn_onUTDaekHILjWgVtAQ5NCJXcPeM59KeHEuHYxdUEoNks7\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">If you click on Add data, you will see the message as shown in the image below.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh4.googleusercontent.com\/AP6xKfp3Hf3BfVEt81WimcNiKnJv4Cj9iWUQSnpo2aYqoWmDAvo4AGlF6vVZ3MfOHvrB6aZfuIOBychwgoyXDFfvhrEsaISOEwezA02muXk1silXyjtGSXBL4MY-T3gXzVdPCJOW\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Click on the Settings icon and select Users and Groups.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh4.googleusercontent.com\/NL336JW8mXrrXWHoRXoM9IwLU6gBPAkPrSxa0QcDkxi96vnJQPDwsCoPCsOczB23M2W4Q_jIb5DwVUeEj34CeE5a1JqBcbL0iNlyRmfSywGIeRbpMHWi_W008AdXQoDlEeUoFpnU\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Click on Create User Group to create a new user group,<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/QUmCTh_ANb_6nUW6N1u1fmBDI7Yq2ddiPcBzAqwTInGqRLA7D7VBj_clibyUCoXnkWZlQZqdUHIwHFst7LqeIyNG_9eSiaxHDQv84h9db7E6E-xHTx1xKY4dYcWl6cf2RiuYnf0F\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Enter a Group Name and a description as required. Select the permissions you want to allow for your user group.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh3.googleusercontent.com\/qmgm_EDxxV4oFOeM0s8M066_KGb3_BOZUyyBvpx0vwD7A8_UzeBJUZ3cryoWWq33YS0Sq0ey5ftYBuzrliA3G1nn6G-hCEG_GMI-Fa3zp9MZFoLt0fICwsQUCvHO4KRJ46vmTHVn\" alt=\"\"\/><\/figure>\n\n\n\n<p>Scroll down and click on Create.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh3.googleusercontent.com\/fdypf1r_te94iH5NgkidmWR_uNWEp7w7-S5P2Kp9s43njKS8c_fue6Ywa9TQ5iALRBFDsNHla-ElqjIpxMjky18Y1SSfSYjEDGtX1RDDYneDEiCZOki4iXJx0IrMcgVcac6hljxv\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Add the user that&#8217;s created to the user group to give the user the required permissions.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh3.googleusercontent.com\/aDbuwh_Xyte1zuwHaypdiKBTvyeVIZeA1PTp4rvhAmY_OigP5qeXF4mmHIvg-j6K5UJSxF66344sPiEXZZlskc7xXNY9uemUYerhpWZaKMY0jgfV_X89lyRiC851tkNAtCf6ggcD\" alt=\"\"\/><\/figure>\n\n\n\n<p>It might take some time for the new user group to be created. On completion, click on Add Data.<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img loading=\"lazy\" src=\"https:\/\/lh4.googleusercontent.com\/7UiTBIucX2cEAok9zm3uq398VG_kjdcUGPmqfmi0q15mjM6YFZ_wXRb0H0dd4lvPxoH_SCvq-rNCfBDs7o1I1zJgde-w48uAEZRslIt4Fotl4NmzmV-HlJX0GYfs3HLBUvQ9yDS-\" alt=\"\" width=\"840\" height=\"472\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Select the csv (or any other file format) of your dataset from your local machine.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh3.googleusercontent.com\/nS8mZ1qD9IgmhFQpvwJ7UBOf769DoqEkco8MH20Lvr7VMFc-SYO8yqUHX-6hDbySCqrVFmGwI1-xBJfeoztzbcSuf0YOOkUITO1sTRlL3eEdeHJM-LT1TFLerYchtrazkhPlhC7B\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p>Select the created user group from the dropdown.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh4.googleusercontent.com\/-4H7z_p-mVcqZBW2Ck69jxUMqFdNFcDvbF3_4d7Ryljnl70SCy7lSt8KdXH0hHiMFYaS8obSxjmGPP1MwBthEjlWA-0gs4hmwKgFoj3Mb_-P6wu-bLJfmEgnXOsObliDLa5TCuPd\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Edit the schema for your dataset if needed and if not, then you can proceed with the default settings.<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img src=\"https:\/\/lh5.googleusercontent.com\/FnHzM-NoCKMRv4ic3XAaMpH0RTrGFHA71yuqJHJQ0ItD8XpH9lqidpzEDoZ8XrEB8xf55jnvW8Zsz53Mc_mamT0TvM_Gen56sZOcI0V_lBsZ5XiqtpQ8_BQ5QBcg14rVfCbfvhlq\" alt=\"\"\/><\/figure><\/div>\n\n\n\n<p class=\"has-text-align-justify\">Scroll down and click on confirm schema and upload file.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/EzK9QuzY_ExQAjAYfAXcNd6Sb7TR5eFcwpd7Di-ngCGzVIfYzT07kuMfskxlWxyUZCu5WiuFh0hFovZ3DNrvxYBXzTMziz1Zw3_Ceqmoh4W7kCoBnyyeI2htedWkOhz-wbaDHerj\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">It will take some time for the schema to be configured.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/88Fqht6y9gN2hgSR36theGGAgTYrkudb-_15MvC_wt1V0jeRl6aOlM40NqNXYzDG4yDvgJRoIW3vkyl_ayzdz-ohSVY2R5rvXWS_NQsrV2J9BAxdIpgqUcGOLxxsfiVZIpRUsjIo\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">After a few seconds, you will get to see the creation date for your dataset.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh6.googleusercontent.com\/3xIEiC7zcJgGXJV8xEa3p6AHC4a_tja6BaAhtVE0GAzhLkfgtV152Zh0c3BmGQeEJLzxunu_HTTWN2Nk2gY7oWzaMdpOzeFFxnjrv_VoiB_PZqZu90qt8whfiqQim5k_xUE4lRLc\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">On completion, you will see the entry as shown in the image below.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh6.googleusercontent.com\/xXoJk8b6e5Zvwijs9qIUynUSblsrVMAtj5IRxYp9227IO90LiO0WIegKhZQZM4XV4BtmhEzXf1ryhEFEvjzZIkRI0ktoLNlujI49loniyK6Kc3mv2KRP-y3tD29LA5vRducbEhWP\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Click on All Data Views to view the details for your created schema.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh3.googleusercontent.com\/Iw1qYvabLCJQDblzfG59CO561t4-pQnvopJnjmINbWt_SIw_f6_J9nEWAjsggvg08js_zU2xQOOrefd1ORgu1fxltSFCoLQTI6EMVaHoQXoH6hDzLFOv7Xvh8xFDeGf6RdgCAODc\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Navigate back to Data Overview and click on Analyze in Notebook. Your Jupyter notebook will open up in the Amazon Sagemaker Studio.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/PYItNbF_KZLBG2xSKtie08Wc6oabRqEnCfMPibxx3ZjAMnd9f8VGM9M72NEXOsrqMAkJtXh9hQUlpyKtIzX8BNX4sBTsTnqFS3wtyWrVw5ExwTR5L4qprfToppHz6y1y3eRZ__eW\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">You will see the Jupyter Notebook icon in some time on the screen.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/EJcEwKifx4SMQSd_boW-bI8gSa1tS9WXaqepla-ZteO8a3BsaKMzkvKx4oCMLBWlTOq17J2qX4inRl9REm94ue1t-ZiW54BmYzPFYi1K8AUPHXIry6NXMiSjA2ED8Xr1-6skNvzn\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">You will be navigated to the screen as shown below.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh6.googleusercontent.com\/IDr7FcvxDNAAhkzcKBiP1f0TGBehMzZHWnhOnIb6gU4YuC_iTo1-aFP6kdBNUOKDgg1DG4U5dlLdzTbCr20wwk0WwVa8iM88ScYESBsmyP6_lOBhkW9ydzr9TTViE5-uABTD1jzJ\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Click on Launcher in the opened tabs. Scroll down and click on the + icon besides Notebook.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/vGiraWXhOhaNjS9PM_u9Vddw8ybapapgNRw2XgJr22-oay-goKltC_aJR7aQ-GIKx2JCw0Vwgmt-8nM6ogf0cdAr1QpcjJbfrY9jngfF6e1auSaPRrIOgBnJsLC6LHlvc0RVXOcU\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Click on the Python 3 (Data Science) to select a server.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/6zWpIfcC57UGwdGziNX-cfajjOhDasYj_u7o3MS_QuKxP1xeGf-oz4quzFhbHymxeGx57PfTPVv7nR85g0jC6B_zcULnigjIvmh9meAPpOYCjYQktirVxEkE83yNx5FhEGPMa0Za\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">A modal will open up. Click on the dropdown.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/33CdszyXMn__7sbY5be8gvXyrQrTcKG0t5Z4YRdExEuPGmHR-y1Ei9urLjaABMz9pG1qDr1yN-UZUOvLOUcvJgi5ncPXyqLwkjHoeTuoR8A8ytUt2QHtWutscyHqUKHQr9lkZNbK\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Select the FinSpace PySpark server from the dropdown.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/qThBtUc-s3nZ0wWPgEFPbWHbOmV24lI5f6-YVcmmIOq784m_m4uT_2dERhBwFJRFcESk9RxE5L-nWOUwxCR6ZEQmIkhHQ2MOPz7E4U5FnYP2r97mbnZcc1k75-wUszvvfCvusBJR\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">You will see the new server selected for your notebook.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh4.googleusercontent.com\/LHAzf3a45y05fQDUV6bk1QtUSESIJyG9WC5ugsj01SJgP6jSlR_bbhNSWWqy1YET9C5iJ5gLKgIgW_dnf4mXRanostSsX3FQzZH30qfi_rmCVJB78AhUOD2ufH7u64uxjHjRMVKl\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Copy the first section of the code as shown in the image below.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh4.googleusercontent.com\/QK6G_4NVgS5QgbzhOa717LwFwK0FVoJBsY_h65gUSZFQJwpmLCsH8qhKaSvz7nlgTkkDKwLAjpuRpY4JGkLm7vJ_ooavajBYmOltuc7lc4S7dlv94b5jUmi-Tfd-qsHjHNpilYNM\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Navigate to your Notebook instance and paste the code. Click on Play or ALT + Enter to execute the code.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh3.googleusercontent.com\/SSjpdoy01-46WIO6cxvRXbSC8nan6WuUHlct7QrNEktp21gnPgAmL6Rxt_gaM57Iz-V15Ozph0Vcv0SIBFREeMS7XP1Bj-ae5EV8E-DhqV0NnPGN6eX_-OZ0ktMAlUjpPt5fCTz8\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">You will see a message stating your cluster is starting. This might take a few minutes to be configured.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh4.googleusercontent.com\/oIO8bBPFIt7dqc6N53iTZJeTbhXxpI3JuQLIHs81YBif4YV7UJw2aoMDspNK7TnPMvcnse2mvfy-NPHW-Wt7WyS4ZhZhB6LCdaFX6pI6QHrVuDAv2YaJGRZPLz4jJtvULMO60MiM\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Section wise, add the other part of the code and click on Play.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh6.googleusercontent.com\/Bb0MlLtbey18LcpxTFXQYKT6JxCkSCBn0yCzogv2HdvRmZVBRL9BfiCK-9MB4slvTTRluh4ftVFR_FOC3qsBNLjV4clIl0vh9QGkL_UP40shBMVbqk3T-22ntlPVstnUApdWoaYE\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Now use the below code in the next section to connect to your dataset so that you can access your dataset.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh3.googleusercontent.com\/pWqPNaKqMWynHK9B07mS85i5yzVkgOOrZk7VJ4gtkT6VMIGYMCuC5ePvNRRqsl1jVVZzOHtiV_nCeUB0gQ6SonxjqttIKvh44LaVW4-u3NmAYi7OfW9OTBzfAkA-hHcwkN53urwz\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">To print the schema for your dataset, you can enter the below code in the next section and click on Play.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh4.googleusercontent.com\/ODFmorsImnPUQ28PP3tG9aUC1hHC5s3QtKd3SxPsWIvyZfSIYEhBYO6TIQmyfN1bUJ7F_9OfXv6i6QcW3584Q3kS7GrX4F1oE7iZI5zksY_4-RGmDyuZuFH9Tnzc61WEu51h6XLz\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">Now wait for a few minutes and let the cluster be created and started. Once done, you will start seeing the output for each of the sections.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/VfeyuxKYMO5DVhVvHOIADn9lAQEcvVEkrMM6-CbylcpkWK0gxcL62LagInag7IwQNPaUDHqm4NFlNht5D8Si55LJVp_kd_T84cdlvcWP2dUPNYLIq8kz8Kf_TezNGQXeKUerJw2c\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">If you scroll down, you will see the schema for your dataset on your notebook instance.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh6.googleusercontent.com\/eMnz97rtr40-1lHygzSeseDBrwnrmMyHF5IVI16o91XLx_qfX8P86guQjXfgAqrLmL7blRTwkogHrn45iT2bs2g1szKsJpG19niHIyGCVhpz_qnN8UHcQDkBnjASp8j3c9mKVuqS\" alt=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">To view the data in the dataset, enter the command as shown in the image below.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh5.googleusercontent.com\/2-iVT686P46YlcHIXytVb04Xec-WeDZTf8ImeHOSRJHQ2wfLtqmTnnuJ1_Ht9PibX13voTQsQUXcwEU-4a-KIDt8fmMzYOeELt7vm0dNVFtC6HgrpXDVVSS4DvG9GB4HmvSLuOBd\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"has-text-align-justify\">To view the head of your data in the dataset, use the command in the image below. Now, since you have the data, you can easily perform your data cleansing, analysis, and prediction processes as per your requirements and operate the same like operating a normal Jupyter Notebook.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/lh3.googleusercontent.com\/79Go66rT2ohgCut14-_Td8BbS0bCkKXwO62eqjwCg_dDaOH88GFUycBBOTPLK1N1p0hwkgyIfO9jAzFtMtY6E_1z0b8cbthnmXOxoAVqUP_sruYPxUP_IyS8TF3odvGFcwKjfRAD\" alt=\"\"\/><\/figure>\n\n\n\n<h2><strong>Conclusion<\/strong><\/h2>\n\n\n\n<p class=\"has-text-align-justify\">In this blog, we have seen how to create and make use of the Amazon FinSpace environment to simplify the process of Data Management and Analytics for prediction models.<\/p>\n\n\n\n<p class=\"has-text-align-justify\">We have explored the FinSpace dashboard by creating a new User Group, adding users to the user group, attaching multiple permissions, and thus, adding a new dataset.<\/p>\n\n\n\n<p class=\"has-text-align-justify\">Finally, after attaching the required permissions and defining the schema for your dataset, we then performed analysis for the dataset in Jupyter Notebook on the Amazon SageMaker Studio console by integrating the FinSpace environment to the Amazon SageMaker Studio console and thereby accessing the data from the dataset for further analysis.<\/p>\n\n\n\n<p class=\"has-text-align-justify\">We will discuss more use cases of Amazon FinSpace in our upcoming blogs. Stay tuned to keep getting all updates about our upcoming new blogs on AWS and relevant technologies.<\/p>\n\n\n\n<p>Meanwhile \u2026<\/p>\n\n\n\n<p><strong>Keep Exploring -&gt; Keep Learning -&gt; Keep Mastering<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-justify\">This blog is part of our effort towards building a knowledgeable and kick-ass tech community. At <a href=\"https:\/\/www.workfall.com\/\">Workfall<\/a>, we strive to provide the best tech and pay opportunities to AWS-certified talents. If you\u2019re looking to work with global clients, build kick-ass products while making big bucks doing so, give it a shot at<a href=\"https:\/\/www.workfall.com\/partner\/\"> workfall.com\/partner<\/a> today.<\/p>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Reading Time: <\/span> <span class=\"rt-time\">9<\/span> <span class=\"rt-label rt-postfix\">minutes<\/span><\/span> In our previous blog, How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace(Part 1)? We have discussed FSI&nbsp;and Amazon FinSpace as data management and analytics platform designed specifically for the FSI. We have also discussed FinSpace features, benefits, how it works, pricing, etc., and how it [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":320,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"spay_email":""},"categories":[2],"tags":[90,3,91,4,89,92,93,94,88,6],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace? - The Workfall Blog<\/title>\n<meta name=\"description\" content=\"Learn how to leverage Amazon FinSpace to streamline data management and analytics for predictive models in this hands-on blog.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace? - The Workfall Blog\" \/>\n<meta property=\"og:description\" content=\"Learn how to leverage Amazon FinSpace to streamline data management and analytics for predictive models in this hands-on blog.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/\" \/>\n<meta property=\"og:site_name\" content=\"The Workfall Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/facebook.com\/workfall\" \/>\n<meta property=\"article:published_time\" content=\"2021-11-01T15:20:31+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-08-22T07:23:51+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2021\/11\/finspace.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"628\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@workfall\" \/>\n<meta name=\"twitter:site\" content=\"@workfall\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Workfall\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"20 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Organization\",\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/#organization\",\"name\":\"Workfall - Hire #Kickass Coders On Demand\",\"url\":\"https:\/\/learning.workfall.com\/learning\/blog\/\",\"sameAs\":[\"https:\/\/www.instagram.com\/workfall\/\",\"https:\/\/www.linkedin.com\/company\/workfall\/\",\"https:\/\/facebook.com\/workfall\",\"https:\/\/twitter.com\/workfall\"],\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/i1.wp.com\/18.141.20.153\/learning\/blog\/wp-content\/uploads\/2021\/10\/cropped-WF_logo.png?fit=400%2C400\",\"contentUrl\":\"https:\/\/i1.wp.com\/18.141.20.153\/learning\/blog\/wp-content\/uploads\/2021\/10\/cropped-WF_logo.png?fit=400%2C400\",\"width\":400,\"height\":400,\"caption\":\"Workfall - Hire #Kickass Coders On Demand\"},\"image\":{\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/#\/schema\/logo\/image\/\"}},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/#website\",\"url\":\"https:\/\/learning.workfall.com\/learning\/blog\/\",\"name\":\"The Workfall Blog\",\"description\":\"#Tech #Remote #Jobs\",\"publisher\":{\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/learning.workfall.com\/learning\/blog\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#primaryimage\",\"url\":\"https:\/\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2021\/11\/finspace.png\",\"contentUrl\":\"https:\/\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2021\/11\/finspace.png\",\"width\":1200,\"height\":628,\"caption\":\"Amazon FinSpace - Workfall\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#webpage\",\"url\":\"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/\",\"name\":\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace? - The Workfall Blog\",\"isPartOf\":{\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#primaryimage\"},\"datePublished\":\"2021-11-01T15:20:31+00:00\",\"dateModified\":\"2025-08-22T07:23:51+00:00\",\"description\":\"Learn how to leverage Amazon FinSpace to streamline data management and analytics for predictive models in this hands-on blog.\",\"breadcrumb\":{\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/learning.workfall.com\/learning\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\"}]},{\"@type\":\"Article\",\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#webpage\"},\"author\":{\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/#\/schema\/person\/cab8236044692bc5b27606b13167794a\"},\"headline\":\"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?\",\"datePublished\":\"2021-11-01T15:20:31+00:00\",\"dateModified\":\"2025-08-22T07:23:51+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#webpage\"},\"wordCount\":1509,\"publisher\":{\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2021\/11\/finspace.png\",\"keywords\":[\"analytics\",\"AWS\",\"bigdata\",\"Cloud\",\"data\",\"dataintegration\",\"datascience\",\"digitaltransformation\",\"financialservices\",\"workfall\"],\"articleSection\":[\"AWS Cloud Computing\"],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/#\/schema\/person\/cab8236044692bc5b27606b13167794a\",\"name\":\"Workfall\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/learning.workfall.com\/learning\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2023\/09\/avatar_user_1_1693914404-96x96.png\",\"contentUrl\":\"https:\/\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2023\/09\/avatar_user_1_1693914404-96x96.png\",\"caption\":\"Workfall\"},\"sameAs\":[\"https:\/\/www.workfall.com\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace? - The Workfall Blog","description":"Learn how to leverage Amazon FinSpace to streamline data management and analytics for predictive models in this hands-on blog.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/","og_locale":"en_US","og_type":"article","og_title":"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace? - The Workfall Blog","og_description":"Learn how to leverage Amazon FinSpace to streamline data management and analytics for predictive models in this hands-on blog.","og_url":"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/","og_site_name":"The Workfall Blog","article_publisher":"https:\/\/facebook.com\/workfall","article_published_time":"2021-11-01T15:20:31+00:00","article_modified_time":"2025-08-22T07:23:51+00:00","og_image":[{"width":1200,"height":628,"url":"https:\/\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2021\/11\/finspace.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_creator":"@workfall","twitter_site":"@workfall","twitter_misc":{"Written by":"Workfall","Est. reading time":"20 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Organization","@id":"https:\/\/learning.workfall.com\/learning\/blog\/#organization","name":"Workfall - Hire #Kickass Coders On Demand","url":"https:\/\/learning.workfall.com\/learning\/blog\/","sameAs":["https:\/\/www.instagram.com\/workfall\/","https:\/\/www.linkedin.com\/company\/workfall\/","https:\/\/facebook.com\/workfall","https:\/\/twitter.com\/workfall"],"logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/learning.workfall.com\/learning\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/i1.wp.com\/18.141.20.153\/learning\/blog\/wp-content\/uploads\/2021\/10\/cropped-WF_logo.png?fit=400%2C400","contentUrl":"https:\/\/i1.wp.com\/18.141.20.153\/learning\/blog\/wp-content\/uploads\/2021\/10\/cropped-WF_logo.png?fit=400%2C400","width":400,"height":400,"caption":"Workfall - Hire #Kickass Coders On Demand"},"image":{"@id":"https:\/\/learning.workfall.com\/learning\/blog\/#\/schema\/logo\/image\/"}},{"@type":"WebSite","@id":"https:\/\/learning.workfall.com\/learning\/blog\/#website","url":"https:\/\/learning.workfall.com\/learning\/blog\/","name":"The Workfall Blog","description":"#Tech #Remote #Jobs","publisher":{"@id":"https:\/\/learning.workfall.com\/learning\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/learning.workfall.com\/learning\/blog\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#primaryimage","url":"https:\/\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2021\/11\/finspace.png","contentUrl":"https:\/\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2021\/11\/finspace.png","width":1200,"height":628,"caption":"Amazon FinSpace - Workfall"},{"@type":"WebPage","@id":"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#webpage","url":"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/","name":"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace? - The Workfall Blog","isPartOf":{"@id":"https:\/\/learning.workfall.com\/learning\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#primaryimage"},"datePublished":"2021-11-01T15:20:31+00:00","dateModified":"2025-08-22T07:23:51+00:00","description":"Learn how to leverage Amazon FinSpace to streamline data management and analytics for predictive models in this hands-on blog.","breadcrumb":{"@id":"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/learning.workfall.com\/learning\/blog\/"},{"@type":"ListItem","position":2,"name":"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?"}]},{"@type":"Article","@id":"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#article","isPartOf":{"@id":"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#webpage"},"author":{"@id":"https:\/\/learning.workfall.com\/learning\/blog\/#\/schema\/person\/cab8236044692bc5b27606b13167794a"},"headline":"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using AWS FinSpace?","datePublished":"2021-11-01T15:20:31+00:00","dateModified":"2025-08-22T07:23:51+00:00","mainEntityOfPage":{"@id":"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#webpage"},"wordCount":1509,"publisher":{"@id":"https:\/\/learning.workfall.com\/learning\/blog\/#organization"},"image":{"@id":"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspacepart-2\/#primaryimage"},"thumbnailUrl":"https:\/\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2021\/11\/finspace.png","keywords":["analytics","AWS","bigdata","Cloud","data","dataintegration","datascience","digitaltransformation","financialservices","workfall"],"articleSection":["AWS Cloud Computing"],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/learning.workfall.com\/learning\/blog\/#\/schema\/person\/cab8236044692bc5b27606b13167794a","name":"Workfall","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/learning.workfall.com\/learning\/blog\/#\/schema\/person\/image\/","url":"https:\/\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2023\/09\/avatar_user_1_1693914404-96x96.png","contentUrl":"https:\/\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2023\/09\/avatar_user_1_1693914404-96x96.png","caption":"Workfall"},"sameAs":["https:\/\/www.workfall.com"]}]}},"jetpack_featured_media_url":"https:\/\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2021\/11\/finspace.png","jetpack-related-posts":[{"id":548,"url":"https:\/\/learning.workfall.com\/learning\/blog\/how-to-collect-aggregate-and-analyze-financial-services-industry-fsis-data-on-a-petabyte-scale-using-aws-finspace\/","url_meta":{"origin":319,"position":0},"title":"How to collect, aggregate and analyze Financial Services Industry (FSI)\u2019s data on a petabyte scale using Amazon FinSpace?","date":"November 10, 2021","format":false,"excerpt":"As per the \u00a0Financial Services Global Market Report 2021, the global financial services industry (FSI) is expected to reach a valuation of $28,529 billion in 2025 from $22,515 billion in 2021, a growth of 26% during the forecast period! Data and data-driven decisions are at the core of FSI! These\u2026","rel":"","context":"In &quot;AWS Cloud Computing&quot;","img":{"alt_text":"Amazon FinSpace - Workfall","src":"https:\/\/i1.wp.com\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2021\/11\/FinSpace1.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":549,"url":"https:\/\/learning.workfall.com\/learning\/blog\/how-to-connect-smart-devices-to-the-amazon-iot-core-service-and-watch-it-send-mqtt-messages-part-1\/","url_meta":{"origin":319,"position":1},"title":"How to connect smart devices to the AWS IoT Core service and watch it send MQTT messages (Part 1)?","date":"November 10, 2021","format":false,"excerpt":"The Internet of Things, also known as IoT, in recent years, successfully disrupted our daily lives. If you are using smartphones, smart watches, smart fire alarms, smart door locks, smart bicycles, medical sensors, fitness trackers, smart security systems, smart refrigerators, or smart cars, you are using IoT devices! IoT devices\u2026","rel":"","context":"In &quot;AWS Cloud Computing&quot;","img":{"alt_text":"AWS IoT Core - Workfall","src":"https:\/\/i1.wp.com\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2021\/11\/IoT-1.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":640,"url":"https:\/\/learning.workfall.com\/learning\/blog\/aws-account-activities-using-aws-cloudtrailpart-1\/","url_meta":{"origin":319,"position":2},"title":"How to track AWS account activities using AWS CloudTrail (Part 1)?","date":"November 11, 2021","format":false,"excerpt":"Someone logged into your AWS Console and forced the shutdown of an EC2 instance, and you need to discover who did it as it was a critical instance for production, but you have no records. Here AWS CloudTrail comes to your rescue! In your AWS infrastructure, you can use AWS\u2026","rel":"","context":"In &quot;AWS Cloud Computing&quot;","img":{"alt_text":"","src":"https:\/\/i0.wp.com\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2021\/11\/Cover-Images_Part2-1.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":1494,"url":"https:\/\/learning.workfall.com\/learning\/blog\/amazon-eks-clusters-locally-on-aws-outposts\/","url_meta":{"origin":319,"position":3},"title":"Amazon EKS Clusters Locally on AWS Outposts","date":"October 25, 2022","format":false,"excerpt":"AWS recently announced the availability of Amazon EKS local clusters on AWS Outposts. It means that now users can run the Amazon EKS cluster entirely on Outposts, including the Kubernetes control plane and nodes. To make things easier, AWS now allows you to host your entire Amazon EKS cluster on\u2026","rel":"","context":"In &quot;AWS Cloud Computing&quot;","img":{"alt_text":"Amazon EKS Clusters Locally on AWS Outposts","src":"https:\/\/i1.wp.com\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2022\/10\/Cover-Images_Part2-1-2.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":541,"url":"https:\/\/learning.workfall.com\/learning\/blog\/how-to-build-a-serverless-event-driven-workflow-with-aws-glue-and-amazon-eventbridgepart-1\/","url_meta":{"origin":319,"position":4},"title":"How to build a serverless event-driven workflow with AWS Glue and Amazon EventBridge(Part 1)?","date":"November 10, 2021","format":false,"excerpt":"Have you ever wondered how huge IT companies construct their ETL pipelines for production? Are you curious about how TBs and ZBs of data are effortlessly captured and rapidly processed to a database or other storage for data scientists and analysts to use? The answer is the serverless data integration\u2026","rel":"","context":"In &quot;AWS Cloud Computing&quot;","img":{"alt_text":"AWS Glue","src":"https:\/\/i1.wp.com\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2021\/11\/Glue.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]},{"id":530,"url":"https:\/\/learning.workfall.com\/learning\/blog\/aws-and-salesforce-using-amazon-appflow-part-1\/","url_meta":{"origin":319,"position":5},"title":"How to create a data flow to share data between AWS and Salesforce using Amazon AppFlow (Part 1)?","date":"November 10, 2021","format":false,"excerpt":"Software as a service (SaaS) applications are becoming increasingly important and adoption is growing rapidly. While there are many benefits to this way of consuming software, one challenge is that data is now living in lots of different places. To get meaningful insights from this data, we need to have\u2026","rel":"","context":"In &quot;AWS Cloud Computing&quot;","img":{"alt_text":"Create a Data flow to share data between AWS and Salesforce using Amazon AppFlow","src":"https:\/\/i2.wp.com\/learning.workfall.com\/learning\/blog\/wp-content\/uploads\/2021\/11\/appflow1.png?resize=350%2C200&ssl=1","width":350,"height":200},"classes":[]}],"_links":{"self":[{"href":"https:\/\/learning.workfall.com\/learning\/blog\/wp-json\/wp\/v2\/posts\/319"}],"collection":[{"href":"https:\/\/learning.workfall.com\/learning\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/learning.workfall.com\/learning\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/learning.workfall.com\/learning\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/learning.workfall.com\/learning\/blog\/wp-json\/wp\/v2\/comments?post=319"}],"version-history":[{"count":6,"href":"https:\/\/learning.workfall.com\/learning\/blog\/wp-json\/wp\/v2\/posts\/319\/revisions"}],"predecessor-version":[{"id":2533,"href":"https:\/\/learning.workfall.com\/learning\/blog\/wp-json\/wp\/v2\/posts\/319\/revisions\/2533"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/learning.workfall.com\/learning\/blog\/wp-json\/wp\/v2\/media\/320"}],"wp:attachment":[{"href":"https:\/\/learning.workfall.com\/learning\/blog\/wp-json\/wp\/v2\/media?parent=319"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/learning.workfall.com\/learning\/blog\/wp-json\/wp\/v2\/categories?post=319"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/learning.workfall.com\/learning\/blog\/wp-json\/wp\/v2\/tags?post=319"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}