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About the FAQs category
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9
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December 22, 2025
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Why does recursive directory search slow down large pipelines?
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15
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January 27, 2026
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Why does Read Excel Advanced skip files and sheets in preview mode?
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9
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January 27, 2026
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Why is CellRange significantly faster than FullSheet in Read Excel Advanced?
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6
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January 27, 2026
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How can I reliably trace bad values back to the exact Excel cell?
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6
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January 27, 2026
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How does Sparkflows guarantee deterministic schema across many Excel files?
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3
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January 27, 2026
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Why does Sparkflows add fileName and sheetName at the very end of Read Excel Advanced?
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7
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January 27, 2026
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Why are invalid comma formats treated as text instead of numbers in Read Excel Advanced?
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10
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January 27, 2026
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How does Read Excel Advanced handle mixed numeric and text values internally?
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6
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January 27, 2026
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How does timestamp inference actually work in Read Excel Advanced?
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9
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January 27, 2026
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How does Sparkflows decide between INTEGER, LONG, and DOUBLE in Read Advanced Excel?
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0
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8
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January 27, 2026
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Why does Sparkflows rename or suffix my column names automatically?
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19
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January 22, 2026
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Why did my header shift when using CellRange with PREVIOUS_ROW in Excel Reading?
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9
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January 22, 2026
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Why did formula cells become null even though Excel shows values?
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0
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8
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January 22, 2026
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Why did a column suddenly become TIMESTAMP instead of STRING?
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6
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January 22, 2026
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Why are accounting-style numbers like (1,23,456) handled correctly but others are not?
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8
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January 22, 2026
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Why did percentages become decimal numbers after reading Excel?
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0
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12
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January 22, 2026
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Why did Read Excel Advanced infer INTEGER in one file but DOUBLE in another?
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14
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January 22, 2026
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Why did some numeric values turn into null even though Excel shows numbers?
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0
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14
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January 22, 2026
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How to update a pre-formatted Excel template without breaking formatting
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17
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January 15, 2026
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Why is my Excel header not being read correctly in Read Excel Advanced?
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12
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January 15, 2026
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OverwriteFile vs OverwriteSheet vs AppendSheet in Save Excel Advanced
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19
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January 15, 2026
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Select vs Dynamic Select (What’s the Difference?)
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0
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18
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January 15, 2026
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How Column Order Works in the Select Node
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0
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11
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January 14, 2026
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How can we add the complete project specification documentation for the individual projects?
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16
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December 22, 2025
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In Sparkflows is it possible to build a ml model in one machine and use it for prediction in another machine?
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14
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December 22, 2025
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Currently I am performing Data Analysis task using Excel; how easy would it be to migrate to Sparkflows
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16
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December 22, 2025
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How can I enable/disable the various modules?
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7
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December 22, 2025
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How Feature Engineering, Data Profiling and Data Cleansing can be performed in Sparkflows?
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6
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December 22, 2025
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How does the Sparkflows platform handle multi-user support (i.e. Can user 1 see or edit user 2’s data sources, pipelines, etc)
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15
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December 22, 2025
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