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Prerequisite Tree for How I would learn Data Engineering (if I could start over) – Built by a Data Engineer
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idea_00cb7e38_0b2c_431c_8ff1_234da685a5d4["CASE Statements in SQL for Conditional L..."]
idea_01a3959c_fb9e_42ba_b4ac_db7394b6fb6c["Learn Data Science in Python and SQL for..."]
idea_027c26a5_5b34_4d98_9e18_8a8b356a748d["Object Oriented Programming Principles i..."]
idea_04aba648_3337_49df_8e80_912da22b2bd2["ACID Transaction Concepts on File-based ..."]
idea_04bec086_c517_4350_9654_682ecbab616e["Conditional Logic with Case Expressions"]
idea_04e9ae43_d0c7_4ad6_9049_42f0b5386b1c["SQL Database Connection Strings and Driv..."]
idea_07dc09c6_d0a4_44a9_bf87_f7c008af0d57["Descriptive Statistics including Mean Me..."]
idea_08d9b28f_4ede_43cc_8752_999911335e7b["GROUP BY and Aggregation Functions in SQ..."]
idea_09e4210c_7eae_463f_903c_44d68d57825c["Python Installation and Environment Setu..."]
idea_0fb0aacd_39d3_45f4_8d49_c3b0140170ab["Variables and Data Types in Python"]
idea_138a4bdf_c611_46fa_8864_023086e725c5["Package Dependency Resolution in Python ..."]
idea_1a79e26a_ea31_4964_b133_590f01029d86["Excel Data Cleaning Operations in Busine..."]
idea_1d34c920_4081_4ed2_a532_f3b0a50ea426["Datetime Index Objects for Time Series D..."]
idea_1df4a52e_5907_4e97_8b76_21e99b45f612["Version Control Systems and Repository M..."]
idea_1eed3468_9878_45bf_94f5_af0f26fbcaaf["Relational Table Joins in SQL for Combin..."]
idea_2bdea176_79b8_4620_ac2e_6639258357c1["Set Theory Operations on Data Collection..."]
idea_2c3a7a11_b4a3_48e0_b68c_4091f4f8f3c6["Data Ingestion from Relational Sources i..."]
idea_2cdaad9b_ecb4_40f1_bb1c_a66cabf6136b["Iterative Control Structures Using Loops..."]
idea_328852b8_b46f_4465_8b30_f041a78167d4["History of mathematics in the 20th centu..."]
idea_32d519a3_211a_4bc8_bfae_78f6182daba5["Common Table Expressions (CTEs) for Quer..."]
idea_33cf53ef_396b_43dd_aa0d_ae6d8c6b7d55["Visual Hierarchy Principles for Effectiv..."]
idea_352a1a81_8c88_4ca2_b366_44fbf0f6635d["Mathematics and visual arts"]
idea_3622ea0c_b57e_47ae_9bad_948f5b21ef08["API Requests with Python Libraries"]
idea_37b96dd0_0c4a_4b04_b911_da8b3a7388ae["Spark DataFrames as Distributed Tables c..."]
idea_384ab750_a869_4ccf_81ac_6c288548dc0a["Control Flow Statements If Else For Whil..."]
idea_38bb6402_be44_45ad_b06f_f14df1a3f974["Probability Distributions in Data Analys..."]
idea_3912d0a1_5dce_48c7_89b7_83eb37264c6d["Data Engineering Career Paths: Data Scie..."]
idea_394e6ef8_a106_4ea6_8636_fdac0cb6ae3a["General applied mathematics"]
idea_39eb9787_834a_4bb8_b205_63298815db4f["Functions Definition with Arguments and ..."]
idea_3a1bf83c_91ed_47b8_9933_dacf22081313["Window Function Syntax in SQL"]
idea_3d510a3e_6f02_42dd_8ad0_b312b345c9aa["LEFT Outer Join Logic for Data Retrieval..."]
idea_3d8cb5d8_0388_433d_bd79_1aa27d9d7aef["Delta Lake Merge Operations for Incremen..."]
idea_3ddccd98_d71f_4b94_bed4_a72f830a5867["Data Terminology including Business Inte..."]
idea_437a4f9e_54e9_48b3_a711_be4798c3226b["Data Cleaning and Preprocessing Techniqu..."]
idea_46dec59f_a6aa_4234_ae18_25c51782a286["Functions Definition Parameters Return V..."]
idea_47277f1b_d67d_4dc6_b696_2da3fddabc42["Window Functions like Row_Number and Ran..."]
idea_473d405b_402d_429a_b0c1_492d55a67887["Pandas Groupby Aggregation Functions Sum..."]
idea_47f61cae_f88a_44a7_ac7d_4076032fe6d6["Python String Manipulation Methods like ..."]
idea_4b48313e_75b2_4cdd_8035_98e8a9beeb48["Fine-Tuning Pre-Trained Large Language M..."]
idea_4bb6a0c0_93c4_44ea_ac20_6b6096c84bd9["Git Repository Management"]
idea_4cfb4ea9_413c_49e0_a89b_a0707e5b1a0c["DATE Arithmetic and Formatting Functions..."]
idea_4d2872d6_4e90_4c41_885d_c5c05d9f91fb["Reading Standard Input and Printing Outp..."]
idea_4e1af75d_ee94_4ed4_a8f6_8004c3fe2408["Predictive Modeling in Business Intellig..."]
idea_4ec37da7_3423_4819_8c3b_052876db270d["Pandas Missing Value Handling with NaT N..."]
idea_50c67dc8_4678_47a5_9989_c579e3144edc["SQL Window Functions for Analysis"]
idea_518e9b57_c228_47d7_af63_d6ecfbcf01b8["Build Data Pipelines in Python and Spark..."]
idea_51f07d66_5aee_4da2_8541_8d1ea233d1f8["SQL Select and Join Queries for Relation..."]
idea_524bd236_02ec_4f22_a102_658fe0aee595["Variable Declaration and Data Types in P..."]
idea_558bebb7_b001_4802_aeb1_24cd5ad5b18b["Build Portfolio Data Analytics Projects ..."]
idea_58f2e863_136e_4609_aaed_6a048ae6bd25["SQL Python Spark Git Data Pipelines Snow..."]
idea_5b046265_9831_47c8_abc1_584e66aedba9["WHERE Clause Filtering Conditions in SQL"]
idea_5b948890_06d4_4d43_b3af_d0a81f7469b2["DAX Measure Definition and Calculation C..."]
idea_5c992178_c091_4035_818c_3cb0e421dbb9["What Data Scientists Actually Do in 2025..."]
idea_5cce2024_9ab7_4fa4_8921_b28132777051["Git Repository Creation Branching Mergin..."]
idea_67524f6b_e9d6_4217_b323_292e0e827d85["I Tried 50 Data Engineer Courses. Here A..."]
idea_685db6f0_918b_4beb_a5cc_3d550b329430["Python Basic Syntax"]
idea_696f1e22_8e59_4944_a318_bb10d382710e["Connecting to Relational Databases via S..."]
idea_6a4491bb_2734_423c_bcfe_d5ed1f749b49["Python Pandas DataFrame Operations on St..."]
idea_6c9b570a_0373_40cf_ba16_93663c4f9063["HTTP GET Request Handling in Python Usin..."]
idea_6cf82958_8c31_4854_95ba_4248cfce7e2c["How I’d Learn Data Engineering in 2026 F..."]
idea_6e10cddd_724a_4c35_87e2_056a2a21157e["Bayes' Theorem in Probability"]
idea_6e6b5447_1592_4a30_a7c3_a2d946e5c9ed["Methodology of mathematics"]
idea_6ea6aa5c_8e3b_44e6_800e_102be91b4eb6["Tableau Data Visualization Fundamentals ..."]
idea_701d6ffe_3350_4ba7_b1ee_e0ec3296eed0["JSON Formats"]
idea_70d284a1_77e4_4392_9d5c_4e563963b563["Prompt Engineering for Natural Language ..."]
idea_71d9e149_bdab_4a56_8488_296f16ca5601["Database Schema Design in Relational Dat..."]
idea_71fecc76_67bc_45d8_a077_7ab3e95080d3["How to Become a Data Scientist in Python..."]
idea_7486dd65_be21_4f8d_9366_a2e2a3b4562d["File System Schema Management for Data W..."]
idea_750c7c93_4fd5_4bdc_aa04_741146fe996d["How to become a Lead Data Analyst in SQL..."]
idea_759590af_dff8_4e3b_8ada_a4b71551a0e6["Python Data Types: Lists, Dictionaries, ..."]
idea_75b21c4d_0813_4864_8ddd_ea161b39dea4["Window Functions and Ranking Techniques ..."]
idea_7708c3e0_52b3_4e37_9701_e4d3aff996f7["Handling Schema Evolution with Minor Ver..."]
idea_7966e785_0b88_4d5c_8d6e_29a9eb8527fa["Python Learning Roadmap Using AI Coachin..."]
idea_7b0cc7aa_36d5_435e_b127_146012cf0127["ETL Batch Processing Logic with Python S..."]
idea_7c2c635c_8768_40ef_b9a9_5d306a3e310d["Python Data Structures"]
idea_7d070c2d_7b57_4092_9bc7_7eb5384d6c08["Transform Actions like Map Filter Reduce..."]
idea_7e26d441_8364_49cc_ad1a_76a6e09dda96["Subquery Execution Logic within Main Que..."]
idea_7ec73a74_854b_4e5f_a92e_350ab99c9984["Learn SQL Logic Faster Than Syntax Using..."]
idea_7f1db495_0d12_4c1f_a5dc_679672ffedbd["Python Data Extraction using Pandas"]
idea_80efd0b0_aa81_4f1f_9e98_87a7d1b15cfc["Dictionary Key-Value Pair Structures in ..."]
idea_812756ef_ffe9_411d_92b4_2b39a438fc88["Function Definition and Execution Flow i..."]
idea_8259d23d_ceed_4cfb_8954_25875524e998["SQL Injection Prevention Techniques and ..."]
idea_8402835c_6735_461d_8a08_981ec8c1ef6b["Exploratory Data Analysis (EDA) Methods"]
idea_851b223c_2e97_4924_9cee_9c5af90f4252["Python AI Engineering Systems Using LLMs..."]
idea_88535c9f_7fa6_4999_9993_9bee1ff6451f["Binary Parquet File Reading and Writing ..."]
idea_89f43b54_9399_4c8a_a02b_e26f7233cf8e["Python Variables Data Types Lists Dictio..."]
idea_8b7afcd8_a094_4bbb_8736_1c8bc3743118["Function Definition and Arguments in Pyt..."]
idea_8c9095b8_0206_468b_8943_fed816c990e8["Data Aggregation Functions in SQL"]
idea_8cef8bd0_8f1c_4df7_aaf6_0a328687d73a["Sociology (and profession) of mathematic..."]
idea_8eacd7c2_4a7b_4529_994f_906d742399b3["PySpark DataFrame API Transformation Ope..."]
idea_8f6c26a3_8ade_49ff_85ec_10673f3a35b5["Mutable Objects like Lists Dictionaries ..."]
idea_9025b7ca_f8d2_4974_bec4_ee11a2a8f573["Handling Stream Data Sources such as Kaf..."]
idea_90eec375_a964_44fe_a77e_56dbe10c72b0["Python AI Engineer Roadmap using LangCha..."]
idea_91c44396_7a5e_4736_809e_c9e1d52872c7["File Input Output Operations using Open ..."]
idea_91f52682_74fe_4189_83fa_9fc34598b1c7["SQL Select Statements in Databases"]
idea_92286ff4_8e8e_4923_a5e1_b1ad396f2caf["Data Quality Checks for Null Values and ..."]
idea_93479100_ef79_4aeb_8b22_6752377b1493["How NOT to Become a Data Engineer in 202..."]
idea_95ee0220_798b_436f_8e6f_139f8fa5f04d["Programming Variables, Functions, and Co..."]
idea_9773b913_5b27_4ffb_96e4_ae6479e6ac85["JSON Serialization and Deserialization T..."]
idea_991fdfa4_db6f_4200_ba31_ccc931314650["File Input Output Operations CSV JSON Ha..."]
idea_9967294e_ad2e_437c_aba9_64d2911f7df3["INNER Join Syntax for Table Combination ..."]
idea_9ad1deec_4193_41b8_ab67_0466b21c6c9f["Matrix Multiplication in Linear Algebra"]
idea_9ad375f5_fb89_46a0_ab32_71aec6838a62["Error Handling Try Except Finally Blocks..."]
idea_9e93f0b2_56af_4d63_8a20_3193951829a9["Joins in Relational Algebra"]
idea_9e968196_c78c_4b33_b77d_850b6c8b5c10["Relational Database Schema Design in SQL"]
idea_a2092518_cbec_488d_9123_df8f13a5391a["PowerBI Data Transformation Steps includ..."]
idea_a22f4379_a91c_480b_bca1_2225da419172["Distributed File System Metadata Managem..."]
idea_a6856e0d_6495_4cd9_a8a1_56ddc66817af["Get Hired in Data Analytics Without Degr..."]
idea_a7ab481a_2105_4be2_b5e7_c8396fc49352["Mathematics for nonmathematicians (engin..."]
idea_af94fa46_b8e0_411c_b43f_0d8ab892057b["Data Type Definitions and Constraints in..."]
idea_b0b46ea6_c06a_4f33_b085_d563ec09b568["Exception Handling Syntax with Try Excep..."]
idea_b0eb5f77_bf59_4632_a905_62721b39133e["Descriptive Analytics for Historical Dat..."]
idea_b3d7777d_9102_4ff7_997c_fac96041e57e["General theory of mathematical modeling"]
idea_b5121a68_5fb2_4a43_b11b_c89d78e18a3a["Relational Model Concepts in Database Th..."]
idea_b658521d_f07a_4a85_b0f2_ec30c6605a67["Probability Basics in Risk Assessment"]
idea_b6b4e409_c6e3_4447_a3eb_12c421c1a0dc["Version Control Workflows with Git Commi..."]
idea_bb32617c_9394_44b5_8bae_8458cf6886bf["Data Analyst Career Roadmap: SQL and Pow..."]
idea_be4a5b8d_1cc1_4291_b64e_72119243b78e["Table Joins and Foreign Keys Relational ..."]
idea_bf6e37bf_cba1_4d90_ba8c_f5c5e96c51cd["Python Variables and Basic Data Structur..."]
idea_c11f8890_a663_4fe0_857f_64aa16174c00["Control Flow Statements with If Else and..."]
idea_c37f3ed9_82c4_4c8b_ae29_dc4c57a28414["SQL Aggregate Functions including Count,..."]
idea_c64788b2_068f_4350_a699_55a42d772dc3["Learn Python Data Analysis Basics pandas..."]
idea_c8818060_3c57_435b_828e_1926c2416621["Python Version Management in Data Engine..."]
idea_c8eca3ae_2b9c_4494_aafa_70690a3ca0ca["File I/O Operations for CSV Parsing in P..."]
idea_ccaeea74_addb_4848_9361_6d902db0a2bd["Basic English Grammar for SQL Syntax"]
idea_cce90897_49ae_4933_8d76_92a82d287a4c["SQL Selection Statements and Data Filter..."]
idea_cfcb0769_b88f_442f_a476_c276116dcf8e["Control Flow Logic with If Statements in..."]
idea_cfd24363_1e59_42dd_a2f3_33a2d258d3fb["Reading CSV and JSON Files with Python L..."]
idea_d0faf699_52cd_4671_bfd1_ce165fe265be["Don't Become a Data Engineer if You Disl..."]
idea_d4c72851_360b_417b_b1b9_9728c09cb56b["How to Learn SQL: From Basics to Advance..."]
idea_d65f49dc_ad92_427b_bca5_965e2004d117["Feature Engineering from Raw Attributes"]
idea_d7442723_853a_4e15_ab09_bd3bde4fd26d["Python Data Engineering: Connecting Sour..."]
idea_de1638c3_ddee_4925_b65c_0dcb37c43b10["Python Data Engineering Pipeline: Extrac..."]
idea_e0f48a61_3118_4bde_aaf3_9bc03948e51a["Data Types and Null Handling Procedures"]
idea_e36d3983_5c01_4186_80f9_9c815502cbee["General theory of simulation"]
idea_eb37698e_b8b6_4361_b9cf_58cf210c0288["Power BI DAX Measures and Calculated Fie..."]
idea_eb80b865_9d78_4016_a8a7_cd645bac8d0c["Classification Algorithms in Machine Lea..."]
idea_ec66e7e1_8115_49c9_8995_4e6a8e31d918["Functions and Modules in Python"]
idea_ed669406_5ba8_4758_89c4_3873acec3c6a["Z-Ordering Algorithms for Parquet Column..."]
idea_ed9150ca_ba98_44d0_875b_afa4cf71639b["Indexing Strategies for Efficient Lookup"]
idea_ee164d6d_a837_48ea_98c7_f5ee39798349["Mathematics and literature"]
idea_f0d914db_971a_4bfe_a4cc_3316d7a1af64["Exception Handling Mechanisms Using Try ..."]
idea_f28df3bb_8d62_4f97_ac58_b6a24a3fa53f["SELECT Statement Logic in SQL"]
idea_f5e8faa5_6688_43cb_93d0_f4b58a9805cd["Formularies"]
idea_f7eafa68_8256_49f1_b879_a5a6f96198ad["Python Logging Modules for Error Trackin..."]
idea_f9f0e19e_3d9a_48e6_b599_1c08d3ebdbcb["Recursive Subqueries in SQL Data Analysi..."]
idea_fb4b7fa2_5c41_4a20_ab6e_c614e05b93e0["Common Table Expressions (CTEs) for Quer..."]
idea_fc776603_1336_447d_a992_d4bc8923ca09["Aggregate Functions in Query Processing"]
idea_fcaafc24_a8f1_4086_a03e_65ee6a162183["History of mathematics in the 21st centu..."]
idea_fcdbfb17_3555_43ad_8353_6f7e06437279["Delta Lake Table Format Schema Definitio..."]
idea_feb33eb0_638f_441c_b193_b59aa366b17c["ROW_NUMBER Window Function for Ranking D..."]
idea_04bec086_c517_4350_9654_682ecbab616e --> idea_93479100_ef79_4aeb_8b22_6752377b1493
idea_50c67dc8_4678_47a5_9989_c579e3144edc --> idea_6cf82958_8c31_4854_95ba_4248cfce7e2c
idea_91c44396_7a5e_4736_809e_c9e1d52872c7 --> idea_58f2e863_136e_4609_aaed_6a048ae6bd25
idea_c11f8890_a663_4fe0_857f_64aa16174c00 --> idea_58f2e863_136e_4609_aaed_6a048ae6bd25
idea_394e6ef8_a106_4ea6_8636_fdac0cb6ae3a --> idea_5c992178_c091_4035_818c_3cb0e421dbb9
idea_33cf53ef_396b_43dd_aa0d_ae6d8c6b7d55 --> idea_a6856e0d_6495_4cd9_a8a1_56ddc66817af
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idea_51f07d66_5aee_4da2_8541_8d1ea233d1f8 --> idea_de1638c3_ddee_4925_b65c_0dcb37c43b10
idea_fcdbfb17_3555_43ad_8353_6f7e06437279 --> idea_3912d0a1_5dce_48c7_89b7_83eb37264c6d
idea_71d9e149_bdab_4a56_8488_296f16ca5601 --> idea_93479100_ef79_4aeb_8b22_6752377b1493
idea_4b48313e_75b2_4cdd_8035_98e8a9beeb48 --> idea_5c992178_c091_4035_818c_3cb0e421dbb9
idea_9773b913_5b27_4ffb_96e4_ae6479e6ac85 --> idea_d7442723_853a_4e15_ab09_bd3bde4fd26d
idea_a7ab481a_2105_4be2_b5e7_c8396fc49352 --> idea_a6856e0d_6495_4cd9_a8a1_56ddc66817af
idea_473d405b_402d_429a_b0c1_492d55a67887 --> idea_de1638c3_ddee_4925_b65c_0dcb37c43b10
idea_b6b4e409_c6e3_4447_a3eb_12c421c1a0dc --> idea_58f2e863_136e_4609_aaed_6a048ae6bd25
idea_b0eb5f77_bf59_4632_a905_62721b39133e --> idea_5c992178_c091_4035_818c_3cb0e421dbb9
idea_6e6b5447_1592_4a30_a7c3_a2d946e5c9ed --> idea_01a3959c_fb9e_42ba_b4ac_db7394b6fb6c
idea_3ddccd98_d71f_4b94_bed4_a72f830a5867 --> idea_750c7c93_4fd5_4bdc_aa04_741146fe996d
idea_701d6ffe_3350_4ba7_b1ee_e0ec3296eed0 --> idea_90eec375_a964_44fe_a77e_56dbe10c72b0
idea_8f6c26a3_8ade_49ff_85ec_10673f3a35b5 --> idea_58f2e863_136e_4609_aaed_6a048ae6bd25
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