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Siyana Hristova

Data, culture, architecture, solopreneurship. Creator of Similarity API. Check it out at https://similarity-api.com/

Location Los Angeles, CA Joined Joined on  Personal website https://similarity-api.com/
How to Fuzzy-Match 1 Million Rows in BigQuery in under 10 minutes
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How to Fuzzy-Match 1 Million Rows in BigQuery in under 10 minutes

#bigquery #fuzzymatching #productivity #tutorial
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4 min read
How to Reconcile Salesforce Leads Against Contacts at Scale
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How to Reconcile Salesforce Leads Against Contacts at Scale

#salesforce #cleanleads #crm #revenueoperations
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3 min read
How to fuzzy-match a 1M-row dataset to a canonical reference in under 10 minutes (2026 guide)
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How to fuzzy-match a 1M-row dataset to a canonical reference in under 10 minutes (2026 guide)

#databricks #airflow #dbt #bigquery
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3 min read
Why It Rarely Makes Sense to Build Fuzzy Matching Yourself in 2026
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Why It Rarely Makes Sense to Build Fuzzy Matching Yourself in 2026

#databricks #aws #airflow #bigdata
1
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2 min read
Fuzzy-match 1M rows in under 10 minutes (2026 Edition)
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Fuzzy-match 1M rows in under 10 minutes (2026 Edition)

#databricks #airflow #awsbigdata #snowflake
3
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3 min read
Fuzzy-match millions of rows in Databricks (2026)
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Fuzzy-match millions of rows in Databricks (2026)

#datascience #dataengineering #databricks #bigdata
9
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5 min read
Scaling Fuzzy Matching: From Local Scripts to Production Pipelines
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Scaling Fuzzy Matching: From Local Scripts to Production Pipelines

#datascience #data #dataengineering #python
7
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5 min read
I built a fuzzy matching engine that's 300x faster than RapidFuzz on 1M records
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I built a fuzzy matching engine that's 300x faster than RapidFuzz on 1M records

#showdev #python #performance #datascience
1
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2 min read
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