{"id":11468,"date":"2026-05-20T07:24:16","date_gmt":"2026-05-20T00:24:16","guid":{"rendered":"https:\/\/snasui.com\/wordpress\/?p=11468"},"modified":"2026-05-20T07:24:21","modified_gmt":"2026-05-20T00:24:21","slug":"ocr-invoice-to-database-vba-data-reconstruction","status":"publish","type":"post","link":"https:\/\/snasui.com\/wordpress\/ocr-invoice-to-database-vba-data-reconstruction\/","title":{"rendered":"Case Study: \u0e01\u0e32\u0e23\u0e41\u0e1b\u0e25\u0e07 Invoice OCR \u0e17\u0e35\u0e48\u0e44\u0e21\u0e48\u0e40\u0e1b\u0e47\u0e19\u0e42\u0e04\u0e23\u0e07\u0e2a\u0e23\u0e49\u0e32\u0e07 \u0e2a\u0e39\u0e48 Database \u0e2d\u0e31\u0e15\u0e42\u0e19\u0e21\u0e31\u0e15\u0e34\u0e14\u0e49\u0e27\u0e22 VBA"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\ud83d\udccc Context: \u0e1b\u0e31\u0e0d\u0e2b\u0e32\u0e17\u0e35\u0e48\u0e14\u0e39\u0e40\u0e2b\u0e21\u0e37\u0e2d\u0e19\u0e07\u0e48\u0e32\u0e22 \u0e41\u0e15\u0e48\u0e08\u0e23\u0e34\u0e07 \u0e46 \u0e0b\u0e31\u0e1a\u0e0b\u0e49\u0e2d\u0e19\u0e21\u0e32\u0e01<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e43\u0e19\u0e07\u0e32\u0e19\u0e2b\u0e19\u0e36\u0e48\u0e07\u0e02\u0e2d\u0e07\u0e23\u0e30\u0e1a\u0e1a\u0e1a\u0e31\u0e0d\u0e0a\u0e35 \u0e40\u0e23\u0e32\u0e44\u0e14\u0e49\u0e23\u0e31\u0e1a\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 Invoice \u0e17\u0e35\u0e48\u0e21\u0e32\u0e08\u0e32\u0e01 OCR<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e1b\u0e31\u0e0d\u0e2b\u0e32\u0e04\u0e37\u0e2d:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e2d\u0e22\u0e39\u0e48\u0e43\u0e19 Excel \u0e41\u0e15\u0e48 \u201c\u0e44\u0e21\u0e48\u0e21\u0e35\u0e42\u0e04\u0e23\u0e07\u0e2a\u0e23\u0e49\u0e32\u0e07\u0e17\u0e35\u0e48\u0e41\u0e19\u0e48\u0e19\u0e2d\u0e19\u201d<\/li>\n\n\n\n<li>\u0e01\u0e23\u0e30\u0e08\u0e32\u0e22\u0e2b\u0e25\u0e32\u0e22\u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c \u0e2b\u0e25\u0e32\u0e22\u0e1a\u0e23\u0e23\u0e17\u0e31\u0e14<\/li>\n\n\n\n<li>\u0e21\u0e35\u0e1a\u0e23\u0e23\u0e17\u0e31\u0e14\u0e27\u0e48\u0e32\u0e07 \/ \u0e04\u0e2d\u0e25\u0e31\u0e21\u0e19\u0e4c\u0e27\u0e48\u0e32\u0e07\u0e08\u0e33\u0e19\u0e27\u0e19\u0e21\u0e32\u0e01<\/li>\n\n\n\n<li>\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e2a\u0e33\u0e04\u0e31\u0e0d (\u0e40\u0e0a\u0e48\u0e19 invoice number, customer, totals) \u0e44\u0e21\u0e48\u0e44\u0e14\u0e49\u0e2d\u0e22\u0e39\u0e48\u0e15\u0e33\u0e41\u0e2b\u0e19\u0e48\u0e07\u0e04\u0e07\u0e17\u0e35\u0e48<\/li>\n\n\n\n<li>\u0e23\u0e32\u0e22\u0e25\u0e30\u0e40\u0e2d\u0e35\u0e22\u0e14\u0e2a\u0e34\u0e19\u0e04\u0e49\u0e32\u0e41\u0e17\u0e23\u0e01\u0e2d\u0e22\u0e39\u0e48\u0e43\u0e19 layout \u0e17\u0e35\u0e48\u0e40\u0e1b\u0e25\u0e35\u0e48\u0e22\u0e19\u0e44\u0e1b\u0e15\u0e32\u0e21\u0e40\u0e2d\u0e01\u0e2a\u0e32\u0e23<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e1e\u0e39\u0e14\u0e07\u0e48\u0e32\u0e22 \u0e46 \u0e04\u0e37\u0e2d<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u0e40\u0e23\u0e32\u0e44\u0e21\u0e48\u0e44\u0e14\u0e49\u0e01\u0e33\u0e25\u0e31\u0e07 \u201c\u0e2d\u0e48\u0e32\u0e19\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u201d \u0e41\u0e15\u0e48\u0e01\u0e33\u0e25\u0e31\u0e07 \u201c\u0e15\u0e35\u0e04\u0e27\u0e32\u0e21\u0e40\u0e2d\u0e01\u0e2a\u0e32\u0e23\u0e17\u0e35\u0e48 OCR \u0e17\u0e33\u0e43\u0e2b\u0e49\u0e40\u0e2a\u0e35\u0e22\u0e42\u0e04\u0e23\u0e07\u0e2a\u0e23\u0e49\u0e32\u0e07\u201d<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u26a0\ufe0f Problem: Excel \u0e44\u0e21\u0e48\u0e44\u0e14\u0e49\u0e1c\u0e34\u0e14 \u0e41\u0e15\u0e48 \u201c\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e44\u0e21\u0e48\u0e21\u0e35\u0e04\u0e27\u0e32\u0e21\u0e2b\u0e21\u0e32\u0e22\u0e40\u0e0a\u0e34\u0e07\u0e42\u0e04\u0e23\u0e07\u0e2a\u0e23\u0e49\u0e32\u0e07\u201d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e1b\u0e31\u0e0d\u0e2b\u0e32\u0e2b\u0e25\u0e31\u0e01\u0e44\u0e21\u0e48\u0e43\u0e0a\u0e48\u0e01\u0e32\u0e23\u0e2d\u0e48\u0e32\u0e19 Excel<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e41\u0e15\u0e48\u0e04\u0e37\u0e2d<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OCR \u0e17\u0e33\u0e43\u0e2b\u0e49 \u201clayout \u0e01\u0e25\u0e32\u0e22\u0e40\u0e1b\u0e47\u0e19 noise\u201d<\/li>\n\n\n\n<li>business logic \u0e01\u0e23\u0e30\u0e08\u0e32\u0e22\u0e2d\u0e22\u0e39\u0e48\u0e17\u0e31\u0e48\u0e27 sheet<\/li>\n\n\n\n<li>\u0e44\u0e21\u0e48\u0e21\u0e35 schema \u0e17\u0e35\u0e48\u0e41\u0e19\u0e48\u0e19\u0e2d\u0e19<\/li>\n\n\n\n<li>\u0e08\u0e38\u0e14\u0e2a\u0e33\u0e04\u0e31\u0e0d\u0e02\u0e2d\u0e07 invoice \u0e15\u0e49\u0e2d\u0e07 \u201c\u0e04\u0e49\u0e19\u0e2b\u0e32\u201d \u0e44\u0e21\u0e48\u0e43\u0e0a\u0e48 \u201c\u0e2d\u0e49\u0e32\u0e07\u0e15\u0e33\u0e41\u0e2b\u0e19\u0e48\u0e07\u201d<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e16\u0e49\u0e32\u0e43\u0e0a\u0e49\u0e27\u0e34\u0e18\u0e35\u0e1b\u0e01\u0e15\u0e34<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>copy\/paste<\/li>\n\n\n\n<li>manual clean<\/li>\n\n\n\n<li>\u0e2b\u0e23\u0e37\u0e2d fixed cell mapping<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e08\u0e30\u0e1e\u0e31\u0e07\u0e17\u0e31\u0e19\u0e17\u0e35\u0e40\u0e21\u0e37\u0e48\u0e2d format \u0e40\u0e1b\u0e25\u0e35\u0e48\u0e22\u0e19<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83e\udde0 Core Idea \u0e02\u0e2d\u0e07 Solution<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e41\u0e17\u0e19\u0e17\u0e35\u0e48\u0e08\u0e30\u0e1e\u0e22\u0e32\u0e22\u0e32\u0e21 \u201c\u0e17\u0e33\u0e04\u0e27\u0e32\u0e21\u0e2a\u0e30\u0e2d\u0e32\u0e14\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e40\u0e23\u0e32\u0e40\u0e1b\u0e25\u0e35\u0e48\u0e22\u0e19\u0e27\u0e34\u0e18\u0e35\u0e04\u0e34\u0e14\u0e40\u0e1b\u0e47\u0e19<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201c\u0e44\u0e21\u0e48\u0e43\u0e0a\u0e48\u0e01\u0e32\u0e23 clean data \u0e41\u0e15\u0e48\u0e04\u0e37\u0e2d\u0e01\u0e32\u0e23 reconstruct meaning \u0e08\u0e32\u0e01 chaos\u201d<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e14\u0e31\u0e07\u0e19\u0e31\u0e49\u0e19\u0e23\u0e30\u0e1a\u0e1a\u0e16\u0e39\u0e01\u0e2d\u0e2d\u0e01\u0e41\u0e1a\u0e1a\u0e43\u0e2b\u0e49<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>scan \u0e2b\u0e32 key markers \u0e40\u0e0a\u0e48\u0e19 \u201cTOTALE\u201d, \u201cImporto\u201d<\/li>\n\n\n\n<li>\u0e43\u0e0a\u0e49 pattern-based segmentation \u0e41\u0e17\u0e19 fixed cell<\/li>\n\n\n\n<li>rebuild structure \u0e17\u0e35\u0e25\u0e30 invoice<\/li>\n\n\n\n<li>\u0e41\u0e25\u0e49\u0e27\u0e04\u0e48\u0e2d\u0e22 transform \u0e40\u0e1b\u0e47\u0e19 database schema<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u2699\ufe0f Technical Approach (\u0e08\u0e32\u0e01\u0e42\u0e04\u0e49\u0e14\u0e08\u0e23\u0e34\u0e07)<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e23\u0e30\u0e1a\u0e1a VBA \u0e16\u0e39\u0e01\u0e41\u0e1a\u0e48\u0e07\u0e40\u0e1b\u0e47\u0e19 pipeline \u0e2b\u0e25\u0e32\u0e22\u0e0a\u0e31\u0e49\u0e19 \u0e40\u0e0a\u0e48\u0e19<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Data Ingestion<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0e40\u0e1b\u0e34\u0e14\u0e44\u0e1f\u0e25\u0e4c OCR Excel<\/li>\n\n\n\n<li>copy raw data \u0e40\u0e02\u0e49\u0e32\u0e23\u0e30\u0e1a\u0e1a\u0e01\u0e25\u0e32\u0e07<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. Structure Detection<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0e43\u0e0a\u0e49 dictionary \u0e40\u0e01\u0e47\u0e1a\u0e15\u0e33\u0e41\u0e2b\u0e19\u0e48\u0e07 key fields<\/li>\n\n\n\n<li>\u0e2b\u0e32 boundary \u0e02\u0e2d\u0e07\u0e40\u0e2d\u0e01\u0e2a\u0e32\u0e23 (\u0e40\u0e0a\u0e48\u0e19 \u201cImporto\u201d, \u201cTOTALE MERCE\u201d)<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. Document Reconstruction<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0e41\u0e22\u0e01 invoice \u0e2d\u0e2d\u0e01\u0e08\u0e32\u0e01\u0e01\u0e31\u0e19<\/li>\n\n\n\n<li>rebuild layout \u0e25\u0e07 Sheet1 \u0e0a\u0e31\u0e48\u0e27\u0e04\u0e23\u0e32\u0e27<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. Data Normalization<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>merge column \u0e17\u0e35\u0e48\u0e41\u0e15\u0e01\u0e08\u0e32\u0e01 OCR<\/li>\n\n\n\n<li>delete empty structural noise<\/li>\n\n\n\n<li>fix row misalignment<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5. Field Extraction Engine<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0e14\u0e36\u0e07 field \u0e2a\u0e33\u0e04\u0e31\u0e0d \u0e40\u0e0a\u0e48\u0e19:\n<ul class=\"wp-block-list\">\n<li>Invoice number<\/li>\n\n\n\n<li>Date<\/li>\n\n\n\n<li>Customer<\/li>\n\n\n\n<li>VAT \/ totals<\/li>\n\n\n\n<li>Item lines<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83e\udde9 Key Design Decision \u0e17\u0e35\u0e48\u0e2a\u0e33\u0e04\u0e31\u0e0d\u0e21\u0e32\u0e01<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e41\u0e17\u0e19\u0e17\u0e35\u0e48\u0e08\u0e30\u0e43\u0e0a\u0e49 \u201ccell address based logic\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e23\u0e30\u0e1a\u0e1a\u0e19\u0e35\u0e49\u0e43\u0e0a\u0e49<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201ccontent-driven parsing\u201d<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e40\u0e0a\u0e48\u0e19:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0e2b\u0e32 &#8220;TOTALE DOCUMENTO&#8221; \u0e41\u0e17\u0e19\u0e01\u0e32\u0e23\u0e2d\u0e49\u0e32\u0e07 B23<\/li>\n\n\n\n<li>\u0e2b\u0e32 pattern \u0e02\u0e2d\u0e07\u0e15\u0e31\u0e27\u0e40\u0e25\u0e02\u0e41\u0e17\u0e19 fixed column<\/li>\n\n\n\n<li>\u0e43\u0e0a\u0e49 dictionary mapping \u0e40\u0e1e\u0e37\u0e48\u0e2d reuse context<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e19\u0e35\u0e48\u0e04\u0e37\u0e2d\u0e01\u0e32\u0e23\u0e40\u0e1b\u0e25\u0e35\u0e48\u0e22\u0e19\u0e08\u0e32\u0e01<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">spreadsheet automation \u2192 document intelligence (\u0e43\u0e19\u0e40\u0e0a\u0e34\u0e07\u0e41\u0e19\u0e27\u0e04\u0e34\u0e14)<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udcca Outcome \u0e02\u0e2d\u0e07\u0e23\u0e30\u0e1a\u0e1a<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e1c\u0e25\u0e25\u0e31\u0e1e\u0e18\u0e4c\u0e17\u0e35\u0e48\u0e44\u0e14\u0e49\u0e04\u0e37\u0e2d:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OCR data \u0e17\u0e35\u0e48 chaos \u2192 structured database<\/li>\n\n\n\n<li>\u0e23\u0e2d\u0e07\u0e23\u0e31\u0e1a\u0e2b\u0e25\u0e32\u0e22 format \u0e02\u0e2d\u0e07 invoice<\/li>\n\n\n\n<li>\u0e25\u0e14 manual cleaning almost entirely<\/li>\n\n\n\n<li>\u0e2a\u0e32\u0e21\u0e32\u0e23\u0e16 batch process \u0e44\u0e14\u0e49<\/li>\n\n\n\n<li>\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e1e\u0e23\u0e49\u0e2d\u0e21\u0e43\u0e0a\u0e49\u0e43\u0e19 reporting \/ accounting system<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h1 class=\"wp-block-heading\">\ud83d\udca1 Insight Layer (\u0e2b\u0e31\u0e27\u0e43\u0e08\u0e02\u0e2d\u0e07\u0e1a\u0e17\u0e04\u0e27\u0e32\u0e21\u0e19\u0e35\u0e49)<\/h1>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83e\udde0 System Insight<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e1b\u0e31\u0e0d\u0e2b\u0e32\u0e17\u0e35\u0e48\u0e41\u0e17\u0e49\u0e08\u0e23\u0e34\u0e07\u0e02\u0e2d\u0e07 OCR invoice \u0e44\u0e21\u0e48\u0e43\u0e0a\u0e48 \u201c\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e1c\u0e34\u0e14\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e41\u0e15\u0e48\u0e04\u0e37\u0e2d<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u0e44\u0e21\u0e48\u0e21\u0e35 schema \u0e15\u0e31\u0e49\u0e07\u0e41\u0e15\u0e48\u0e15\u0e49\u0e19 \u2192 \u0e17\u0e38\u0e01\u0e2d\u0e22\u0e48\u0e32\u0e07\u0e01\u0e25\u0e32\u0e22\u0e40\u0e1b\u0e47\u0e19 spatial guessing problem<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e14\u0e31\u0e07\u0e19\u0e31\u0e49\u0e19 solution \u0e17\u0e35\u0e48\u0e16\u0e39\u0e01\u0e15\u0e49\u0e2d\u0e07\u0e04\u0e37\u0e2d<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">rebuild schema \u0e08\u0e32\u0e01 semantic markers \u0e44\u0e21\u0e48\u0e43\u0e0a\u0e48 layout<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udc65 Behavioral Insight<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e43\u0e19\u0e23\u0e30\u0e1a\u0e1a\u0e2d\u0e07\u0e04\u0e4c\u0e01\u0e23 \u0e04\u0e19\u0e21\u0e31\u0e01\u0e41\u0e01\u0e49 OCR \u0e14\u0e49\u0e27\u0e22\u0e27\u0e34\u0e18\u0e35:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>clean Excel manually<\/li>\n\n\n\n<li>fix template \u0e40\u0e09\u0e1e\u0e32\u0e30\u0e40\u0e04\u0e2a<\/li>\n\n\n\n<li>hardcode position<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e40\u0e1e\u0e23\u0e32\u0e30\u0e21\u0e31\u0e19\u0e40\u0e23\u0e47\u0e27\u0e43\u0e19\u0e23\u0e30\u0e22\u0e30\u0e2a\u0e31\u0e49\u0e19<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e41\u0e15\u0e48\u0e2a\u0e34\u0e48\u0e07\u0e17\u0e35\u0e48\u0e40\u0e01\u0e34\u0e14\u0e02\u0e36\u0e49\u0e19\u0e04\u0e37\u0e2d<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">technical debt \u0e16\u0e39\u0e01\u0e1d\u0e31\u0e07\u0e43\u0e19 process \u0e41\u0e17\u0e19\u0e17\u0e35\u0e48\u0e08\u0e30\u0e2d\u0e22\u0e39\u0e48\u0e43\u0e19 code<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udd01 Reusable Principle<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e16\u0e49\u0e32\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e21\u0e32\u0e08\u0e32\u0e01 OCR \u0e2b\u0e23\u0e37\u0e2d unstructured source<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u0e2d\u0e22\u0e48\u0e32\u0e1e\u0e22\u0e32\u0e22\u0e32\u0e21 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class=\"wp-block-paragraph\">\u0e41\u0e15\u0e48\u0e21\u0e31\u0e19\u0e04\u0e37\u0e2d<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u201cdocument reconstruction engine \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25\u0e17\u0e35\u0e48\u0e44\u0e21\u0e48\u0e21\u0e35 structure\u201d<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e41\u0e25\u0e30\u0e2a\u0e34\u0e48\u0e07\u0e17\u0e35\u0e48\u0e2a\u0e33\u0e04\u0e31\u0e0d\u0e17\u0e35\u0e48\u0e2a\u0e38\u0e14\u0e44\u0e21\u0e48\u0e43\u0e0a\u0e48\u0e42\u0e04\u0e49\u0e14<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0e41\u0e15\u0e48\u0e04\u0e37\u0e2d\u0e41\u0e19\u0e27\u0e04\u0e34\u0e14\u0e27\u0e48\u0e32<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u0e40\u0e23\u0e32\u0e44\u0e21\u0e48\u0e44\u0e14\u0e49\u0e08\u0e31\u0e14 Excel  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href=\"https:\/\/snasui.com\/wordpress\/tag\/document-processing\/\" rel=\"tag\">Document Processing<\/a><span class=\"wp-block-post-terms__separator\">, <\/span><a href=\"https:\/\/snasui.com\/wordpress\/tag\/excel-automation\/\" rel=\"tag\">Excel Automation<\/a><span class=\"wp-block-post-terms__separator\">, <\/span><a href=\"https:\/\/snasui.com\/wordpress\/tag\/invoice-processing\/\" rel=\"tag\">Invoice Processing<\/a><span class=\"wp-block-post-terms__separator\">, <\/span><a href=\"https:\/\/snasui.com\/wordpress\/tag\/ocr-processing\/\" rel=\"tag\">OCR Processing<\/a><span class=\"wp-block-post-terms__separator\">, <\/span><a href=\"https:\/\/snasui.com\/wordpress\/tag\/silent-systems\/\" rel=\"tag\">Silent Systems<\/a><span class=\"wp-block-post-terms__separator\">, <\/span><a href=\"https:\/\/snasui.com\/wordpress\/tag\/storytelling\/\" rel=\"tag\">Storytelling<\/a><span class=\"wp-block-post-terms__separator\">, <\/span><a href=\"https:\/\/snasui.com\/wordpress\/tag\/system-design\/\" rel=\"tag\">System Design<\/a><span class=\"wp-block-post-terms__separator\">, <\/span><a href=\"https:\/\/snasui.com\/wordpress\/tag\/vba-automation\/\" rel=\"tag\">VBA Automation<\/a><\/div>","protected":false},"excerpt":{"rendered":"<p>\u0e23\u0e30\u0e1a\u0e1a\u0e41\u0e1b\u0e25\u0e07\u0e02\u0e49\u0e2d\u0e21\u0e39\u0e25 Invoice \u0e08\u0e32\u0e01 OCR \u0e17\u0e35\u0e48\u0e44\u0e21\u0e48\u0e21\u0e35\u0e42\u0e04\u0e23\u0e07\u0e2a\u0e23\u0e49\u0e32\u0e07 \u0e43\u0e2b\u0e49\u0e01\u0e25\u0e32\u0e22\u0e40\u0e1b\u0e47\u0e19 Database \u0e1e\u0e23\u0e49\u0e2d\u0e21\u0e43\u0e0a\u0e49\u0e07\u0e32\u0e19\u0e14\u0e49\u0e27\u0e22 VBA \u0e40\u0e17\u0e04\u0e19\u0e34\u0e04 Data Reconstruction, Pattern Detection \u0e41\u0e25\u0e30 Automation \u0e2a\u0e33\u0e2b\u0e23\u0e31\u0e1a\u0e07\u0e32\u0e19\u0e1a\u0e31\u0e0d\u0e0a\u0e35\u0e41\u0e25\u0e30\u0e2d\u0e07\u0e04\u0e4c\u0e01\u0e23\u0e02\u0e19\u0e32\u0e14\u0e43\u0e2b\u0e0d\u0e48<\/p>\n","protected":false},"author":1,"featured_media":11469,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"jetpack_post_was_ever_published":false},"categories":[355],"tags":[650,664,634,663,667,421,662,665,439,578,666,636],"class_list":["post-11468","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-silent-systems","tag-accounting-automation","tag-business-process-automation","tag-case-study","tag-data-engineering","tag-document-processing","tag-excel-automation","tag-invoice-processing","tag-ocr-processing","tag-silent-systems","tag-storytelling","tag-system-design","tag-vba-automation"],"yoast_head":"<!-- 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