Siyana Hristova

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

Los Angeles, CA Joined on Feb 13, 2026 https://similarity-api.com/

Siyana Hristova

Mar 23

How to Fuzzy-Match 1 Million Rows in BigQuery in under 10 minutes

#bigquery #fuzzymatching #productivity #tutorial

4 min read

Siyana Hristova

Mar 23

How to Reconcile Salesforce Leads Against Contacts at Scale

#salesforce #cleanleads #crm #revenueoperations

3 min read

Siyana Hristova

Mar 20

How to fuzzy-match a 1M-row dataset to a canonical reference in under 10 minutes (2026 guide)

#databricks #airflow #dbt #bigquery

3 min read

Siyana Hristova

Mar 19

Why It Rarely Makes Sense to Build Fuzzy Matching Yourself in 2026

#databricks #aws #airflow #bigdata

2 min read

Siyana Hristova

Mar 11

Fuzzy-match 1M rows in under 10 minutes (2026 Edition)

#databricks #airflow #awsbigdata #snowflake

3 min read

Siyana Hristova

Feb 25

Fuzzy-match millions of rows in Databricks (2026)

#datascience #dataengineering #databricks #bigdata

5 min read

Siyana Hristova

Feb 23

Scaling Fuzzy Matching: From Local Scripts to Production Pipelines

#datascience #data #dataengineering #python

5 min read

Siyana Hristova

Feb 17

I built a fuzzy matching engine that's 300x faster than RapidFuzz on 1M records

#showdev #python #performance #datascience

2 min read

DEV Community

Siyana Hristova

Badges

Writing Debut

How to Fuzzy-Match 1 Million Rows in BigQuery in under 10 minutes

How to Reconcile Salesforce Leads Against Contacts at Scale

How to fuzzy-match a 1M-row dataset to a canonical reference in under 10 minutes (2026 guide)

Why It Rarely Makes Sense to Build Fuzzy Matching Yourself in 2026

Fuzzy-match 1M rows in under 10 minutes (2026 Edition)

Fuzzy-match millions of rows in Databricks (2026)

Scaling Fuzzy Matching: From Local Scripts to Production Pipelines

I built a fuzzy matching engine that's 300x faster than RapidFuzz on 1M records