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Path: ...!3.eu.feeder.erje.net!feeder.erje.net!fu-berlin.de!uni-berlin.de!not-for-mail From: Asif Ali Hirekumbi <asifali.ha@gmail.com> Newsgroups: comp.lang.python Subject: Help with Streaming and Chunk Processing for Large JSON Data (60 GB) from Kenna API Date: Fri, 27 Sep 2024 11:47:12 +0530 Lines: 27 Message-ID: <mailman.0.1727668850.3018.python-list@python.org> References: <CA+hg4RiGjXw3am1s=zVLDpcA-VGS+cWNp_YEyzvS+j2MyDE2Cg@mail.gmail.com> Mime-Version: 1.0 Content-Type: text/plain; charset="UTF-8" Content-Transfer-Encoding: quoted-printable X-Trace: news.uni-berlin.de 8LtqYXnlFh6E/HIdpZMHrAGi1MIZz/VfM4VG8rjUbDcA== Cancel-Lock: sha1:oTy3s6TfCc4IHkFQcBI6cMEEijo= sha256:FHzzKT9JyaiS+tJlWuWRwdPjAsvvdkK284ZS/5/fwqg= Return-Path: <asifali.ha@gmail.com> X-Original-To: python-list@python.org Delivered-To: python-list@mail.python.org Authentication-Results: mail.python.org; dkim=pass reason="2048-bit key; unprotected key" header.d=gmail.com header.i=@gmail.com header.b=FDHBr9bt; dkim-adsp=pass; dkim-atps=neutral X-Spam-Status: OK 0.015 X-Spam-Evidence: '*H*': 0.97; '*S*': 0.00; 'stream': 0.04; 'subject:API': 0.07; 'python.': 0.08; 'json': 0.09; 'url:reference': 0.09; 'memory': 0.15; 'ali': 0.16; 'dataset': 0.16; 'efficiently': 0.16; 'endpoint': 0.16; 'endpoints': 0.16; 'help!': 0.16; 'received:mail-oi1-x22a.google.com': 0.16; 'single,': 0.16; 'size.': 0.16; 'python': 0.16; 'api': 0.17; 'pull': 0.17; 'subject:Help': 0.17; 'guidance': 0.19; 'libraries': 0.19; 'to:addr:python-list': 0.20; 'anyone': 0.25; 'library': 0.26; 'greatly': 0.28; 'requests': 0.28; 'wondering': 0.31; 'format,': 0.32; 'manner.': 0.32; 'retrieve': 0.32; 'message- id:@mail.gmail.com': 0.32; 'subject:for': 0.33; 'appreciated.': 0.34; 'received:google.com': 0.34; 'handling': 0.35; 'from:addr:gmail.com': 0.35; 'cases': 0.36; 'subject:from': 0.37; 'using': 0.37; 'file': 0.38; 'way': 0.38; 'quite': 0.39; 'use': 0.39; 'data.': 0.40; 'best': 0.61; 'dear': 0.62; 'here': 0.62; 'experience': 0.64; 'your': 0.64; 'similar': 0.65; 'export': 0.69; 'terms': 0.70; 'subject:Data': 0.71; 'offer': 0.71; 'relevant': 0.73; 'management.': 0.84; 'massive': 0.84; 'proving': 0.84 DKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed; d=gmail.com; s=20230601; t=1727417844; x=1728022644; darn=python.org; h=to:subject:message-id:date:from:mime-version:from:to:cc:subject :date:message-id:reply-to; bh=YSyWwZBoqxfUMiKM0rzkrqyNPT5aJkDA3V34+3M6jxI=; b=FDHBr9btXnWjZWb/z4IWcOesIOBYk1H1QoMWFCKOCjzllxGeapdi812ex9Fb8hGDVk ixxha2JRnGDNLILt44vBlahPMi5KczfIDOs74W3/ogc1pauk/MI0YSA17iVZQeW8YgVP GaDe3S1lKxiAPu0xWLilKOsZZ/cXf3HHi9u5YQnv384ZJSE4hexrV1kKqy8PnOUttW96 9/LnL8t/5HQTA0ya0DIVGSTQSU1KQOIUBMqPcoUGsMPHX0Pg6JralMjjAe15mEyY+Ejc 0p+5Adzt6VKC3ojGTx5FkPmcUr+CTTjxMdwmEiI2hJFDXYxWcPFnFv20HzCeXnNbcBdd X/2Q== X-Google-DKIM-Signature: v=1; a=rsa-sha256; c=relaxed/relaxed; d=1e100.net; s=20230601; t=1727417844; x=1728022644; h=to:subject:message-id:date:from:mime-version:x-gm-message-state :from:to:cc:subject:date:message-id:reply-to; bh=YSyWwZBoqxfUMiKM0rzkrqyNPT5aJkDA3V34+3M6jxI=; b=jlHJ51hz9oTCuWPqLiPOjHWk5okVgiUUg3RAOTlXY3GMOuUhqRcsv7S6BQFychOYTV Of/PiNnb9deTMA4LGtM+L/V5mobjdxdFtchjbu6b/wEOh6T9EFXqtygWtOrNUHNwnJ5q au6GWKYtuxmu3IxVp24y8EnuBDECKT4rtBZoFEf3J7s+AMHp2q20FnsFI5k72R0u6dam WZprUqNSEUTOsd+YSpbPjS/vak/TSyeiO2ip/ai6J2Rg1+LcpFn0MjqnTB6s4gxkW0GJ Glm09e20EHsmezEQmOdL8IlbZN7RtQ3R2zhr8qXNp5P4QC+rFYEwHwCFEa+GADUM5WZd NcDQ== X-Gm-Message-State: AOJu0Yw9z7fXXBqzCHyfd33XXJfimn9r/nxJCxE1FMDRTEdQfoVex8dh z5vv9kyBdDe4NnSnM9I9IrIcx+mW7G/pRGnJWRJW6zcUCBEsqKp7Yy3dcovutYqm8CZHnY/6mCO wr//lz2W79gxR9/gQWfeb/THuOuwQKo6O2UE= X-Google-Smtp-Source: AGHT+IGGduACiEIOQpmwhyH8/CBCs9X+E557BYnWVGnwJ4/uveeC5IcfnE80OUTK4MWgmrc4/LU7giOX/hU6E6tbDyA= X-Received: by 2002:a05:6808:3024:b0:3e0:4646:aa94 with SMTP id 5614622812f47-3e393962187mr1558923b6e.18.1727417843748; Thu, 26 Sep 2024 23:17:23 -0700 (PDT) X-Mailman-Approved-At: Mon, 30 Sep 2024 00:00:48 -0400 X-Content-Filtered-By: Mailman/MimeDel 2.1.39 X-BeenThere: python-list@python.org X-Mailman-Version: 2.1.39 Precedence: list List-Id: General discussion list for the Python programming language <python-list.python.org> List-Unsubscribe: <https://mail.python.org/mailman/options/python-list>, <mailto:python-list-request@python.org?subject=unsubscribe> List-Archive: <https://mail.python.org/pipermail/python-list/> List-Post: <mailto:python-list@python.org> List-Help: <mailto:python-list-request@python.org?subject=help> List-Subscribe: <https://mail.python.org/mailman/listinfo/python-list>, <mailto:python-list-request@python.org?subject=subscribe> X-Mailman-Original-Message-ID: <CA+hg4RiGjXw3am1s=zVLDpcA-VGS+cWNp_YEyzvS+j2MyDE2Cg@mail.gmail.com> Bytes: 5901 Dear Python Experts, I am working with the Kenna Application's API to retrieve vulnerability data. The API endpoint provides a single, massive JSON file in gzip format, approximately 60 GB in size. Handling such a large dataset in one go is proving to be quite challenging, especially in terms of memory management. I am looking for guidance on how to efficiently stream this data and process it in chunks using Python. Specifically, I am wondering if there=E2= =80=99s a way to use the requests library or any other libraries that would allow us to pull data from the API endpoint in a memory-efficient manner. Here are the relevant API endpoints from Kenna: - Kenna API Documentation <https://apidocs.kennasecurity.com/reference/welcome> - Kenna Vulnerabilities Export <https://apidocs.kennasecurity.com/reference/retrieve-data-export> If anyone has experience with similar use cases or can offer any advice, it would be greatly appreciated. Thank you in advance for your help! Best regards Asif Ali