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  1. Snowflake
    Snowflake • Data Warehouses and Lakehouses
  2. Visibility Audit
  3. Sentiment conversations

Conversations

Review the questions and AI answers behind this Sentiment Audit for Snowflake.
37 questions · 78 answers
Avatar
Head of IT/Tech asked:
How does Snowflake compare with Databricks for enterprise-scale analytics and AI workloads?
Topic
Overall
+0.45
+0.35
+0.33
+0.32
+0.40
Query Performance
+0.37
+0.51
0.00
+0.50
—
Scalability
+0.64
+0.50
+0.61
+0.55
+0.60
Total Cost Of Ownership
+0.53
+0.26
+0.50
+0.50
+0.31
AI And ML Support
+0.18
+0.50
0.00
-0.44
-0.08
Ease Of Administration
+0.70
+0.53
+0.71
+0.75
+0.65
Security Controls
+0.65
—
+0.64
+0.53
+0.44
Data Governance
+0.55
—
+0.63
+0.54
+0.44
Data Sharing And Monetization
+0.69
—
+0.64
+0.50
—
Cross-Cloud Flexibility
0.00
—
-0.25
—
+0.41
Open Interoperability
+0.25
-0.20
-0.17
-0.50
—
Avatar
Head of IT/Tech asked:
What makes Snowflake better than AWS for managing a fully governed cloud data warehouse?
Topic
Overall
+0.63
Query Performance
+0.33
Scalability
+0.59
Total Cost Of Ownership
+0.53
Ease Of Administration
+0.79
Security Controls
+0.71
Data Governance
+0.73
Data Sharing And Monetization
+0.71
Cross-Cloud Flexibility
+0.63
Avatar
Head of IT/Tech asked:
Should we choose Snowflake over Microsoft for our enterprise data platform roadmap?
Topic
Overall
+0.37
Total Cost Of Ownership
+0.19
Ease Of Administration
0.00
Data Governance
+0.18
Data Sharing And Monetization
+0.71
Cross-Cloud Flexibility
+0.64
Open Interoperability
+0.53
Avatar
Head of IT/Tech asked:
What trade-offs should we weigh between Snowflake and Google Cloud for security, TCO, and administration?
Topic
Overall
+0.09
Total Cost Of Ownership
-0.51
Ease Of Administration
+0.69
Security Controls
+0.19
Data Sharing And Monetization
0.00
Avatar
Chief Data Officer / Head of Data & Analytics asked:
Should a Chief Data Officer choose Snowflake over Databricks for AI readiness, governance, and TCO?
Topic
Overall
+0.05
+0.25
Total Cost Of Ownership
-0.25
+0.51
AI And ML Support
-0.50
+0.05
Ease Of Administration
+0.53
+0.53
Security Controls
—
+0.50
Data Governance
+0.54
+0.53
Data Sharing And Monetization
0.00
—
Cross-Cloud Flexibility
—
-0.30
Open Interoperability
0.00
-0.08
Avatar
Chief Data Officer / Head of Data & Analytics asked:
What trade-offs should a Chief Data Officer weigh between Snowflake and AWS before deciding on a data platform?
Topic
Overall
+0.48
+0.40
Query Performance
—
0.00
Scalability
—
+0.65
Total Cost Of Ownership
+0.29
+0.29
AI And ML Support
—
+0.39
Ease Of Administration
+0.70
+0.66
Security Controls
—
+0.54
Data Governance
+0.54
+0.55
Data Sharing And Monetization
—
0.00
Cross-Cloud Flexibility
+0.39
+0.61
Open Interoperability
+0.50
+0.31
Avatar
Chief Data Officer / Head of Data & Analytics asked:
How does Snowflake compare with Databricks on query performance for large enterprise analytics?
Topic
Overall
+0.43
+0.24
+0.31
+0.44
Query Performance
+0.79
+0.68
+0.66
+0.66
Scalability
+0.41
+0.49
+0.56
+0.51
Total Cost Of Ownership
+0.38
0.00
+0.32
+0.50
AI And ML Support
—
-0.30
-0.08
-0.07
Ease Of Administration
+0.81
+0.75
+0.76
+0.57
Data Governance
+0.44
—
—
—
Cross-Cloud Flexibility
-0.10
—
0.00
—
Open Interoperability
+0.25
-0.19
-0.09
—
Avatar
Data Platform/Engineering Leader (influencer) asked:
How does Snowflake compare with Databricks for elastic query performance and streaming workloads?
Topic
Overall
+0.31
+0.31
+0.30
+0.58
Query Performance
+0.70
+0.62
+0.65
+0.75
Scalability
+0.60
+0.55
+0.56
+0.50
Total Cost Of Ownership
+0.53
+0.50
+0.46
+0.43
AI And ML Support
-0.43
-0.22
—
—
Ease Of Administration
+0.63
+0.73
+0.45
+0.65
Data Sharing And Monetization
—
—
0.00
—
Cross-Cloud Flexibility
—
0.00
—
—
Open Interoperability
-0.15
0.00
-0.30
—
Avatar
Data Platform/Engineering Leader (influencer) asked:
What should I weigh when choosing Snowflake versus Databricks for a modern data platform architecture?
Topic
Overall
+0.30
+0.44
+0.25
+0.26
+0.21
Query Performance
+0.59
+0.60
+0.33
+0.48
0.00
Scalability
+0.57
+0.21
+0.50
+0.44
+0.14
Total Cost Of Ownership
+0.40
+0.54
-0.20
+0.46
+0.38
AI And ML Support
-0.40
+0.36
-0.42
-0.30
-0.03
Ease Of Administration
+0.70
+0.74
+0.69
+0.60
+0.43
Security Controls
+0.60
+0.50
+0.50
0.00
+0.05
Data Governance
+0.64
+0.48
+0.51
+0.40
+0.05
Data Sharing And Monetization
—
+0.65
+0.69
+0.25
—
Cross-Cloud Flexibility
+0.11
—
+0.36
+0.46
+0.56
Open Interoperability
-0.52
-0.10
-0.46
-0.20
+0.33
Avatar
Data Platform/Engineering Leader (influencer) asked:
For a platform standard, when is Snowflake the better choice than Google Cloud or Starburst on migration and integration?
Topic
Overall
+0.58
Total Cost Of Ownership
+0.54
Ease Of Administration
+0.60
Security Controls
+0.57
Data Governance
+0.58
Data Sharing And Monetization
+0.57
Cross-Cloud Flexibility
+0.64
Open Interoperability
+0.60
Avatar
Data Platform/Engineering Leader (influencer) asked:
How does Snowflake's TCO compare with Microsoft and AWS for storage, compute, and managed operations?
Topic
Overall
+0.67
+0.70
Scalability
—
+0.60
Total Cost Of Ownership
+0.51
+0.68
Ease Of Administration
+0.69
+0.83
Cross-Cloud Flexibility
+0.80
—
Avatar
Analytics/BI Leader (influencer) asked:
How does Snowflake compare with Databricks for governed SQL analytics and interactive dashboard performance?
Topic
Overall
+0.76
+0.37
+0.16
+0.69
Query Performance
+0.80
+0.55
+0.32
+0.76
Scalability
+0.80
—
—
—
Total Cost Of Ownership
—
—
0.00
—
AI And ML Support
—
0.00
0.00
—
Ease Of Administration
+0.68
+0.60
+0.37
+0.64
Security Controls
+0.81
—
0.00
+0.64
Data Governance
+0.85
+0.71
+0.28
+0.73
Open Interoperability
+0.60
0.00
—
—
Avatar
Analytics/BI Leader (influencer) asked:
What makes Snowflake easier for analysts to use than Google Cloud for governed exploratory analytics?
Topic
Overall
+0.66
+0.80
+0.70
+0.63
+0.77
Query Performance
+0.53
+0.76
+0.56
+0.68
+0.71
Scalability
—
+0.70
+0.63
—
+0.65
Ease Of Administration
+0.67
+0.89
+0.78
+0.68
+0.80
Security Controls
+0.68
+0.79
+0.71
+0.54
+0.81
Data Governance
+0.79
+0.87
+0.84
+0.61
+0.87
Data Sharing And Monetization
—
—
+0.68
—
—
Open Interoperability
+0.66
—
—
—
—
Avatar
Analytics/BI Leader (influencer) asked:
When would Snowflake be the better choice than Starburst for self-service analytics and consistent metrics?
Topic
Overall
+0.44
+0.70
Query Performance
+0.23
+0.51
Scalability
+0.60
—
AI And ML Support
+0.54
—
Ease Of Administration
+0.80
+0.76
Security Controls
—
+0.64
Data Governance
+0.79
+0.88
Cross-Cloud Flexibility
+0.50
—
Open Interoperability
-0.40
—
Avatar
Analytics/BI Leader (influencer) asked:
How should I decide on Snowflake if my team needs fast, governed analytics with low admin overhead?
Topic
Overall
+0.36
Query Performance
+0.73
Scalability
+0.88
Total Cost Of Ownership
-0.12
AI And ML Support
-0.61
Ease Of Administration
+0.97
Security Controls
+0.78
Data Governance
+0.86
Cross-Cloud Flexibility
-0.60
Avatar
Analytics/BI Leader (influencer) asked:
How does Snowflake handle data quality, semantic consistency, and self-service BI better than AWS?
Topic
Overall
+0.60
+0.66
Query Performance
+0.50
—
Scalability
+0.40
—
Ease Of Administration
+0.71
+0.65
Security Controls
+0.63
+0.60
Data Governance
+0.88
+0.76
Data Sharing And Monetization
+0.69
—
Open Interoperability
+0.40
+0.63
Avatar
Analytics/BI Leader (influencer) asked:
What trade-offs should I consider when choosing Snowflake versus Microsoft for enterprise BI and analytics governance?
Topic
Overall
+0.59
+0.34
Query Performance
—
+0.64
Scalability
+0.60
—
Ease Of Administration
+0.50
-0.27
Security Controls
—
+0.55
Data Governance
+0.59
+0.42
Data Sharing And Monetization
+0.63
—
Cross-Cloud Flexibility
+0.73
—
Open Interoperability
+0.51
—
Avatar
Data Science/AI Leader asked:
What trade-offs matter most between Snowflake and Google Cloud for cross-cloud flexibility and total cost of ownership?
Topic
Overall
+0.63
+0.36
Total Cost Of Ownership
+0.70
-0.15
AI And ML Support
+0.14
+0.54
Ease Of Administration
+0.72
—
Cross-Cloud Flexibility
+0.94
+0.70
Avatar
Data Science/AI Leader asked:
How does Snowflake compare with Databricks for unified AI/ML pipelines and vector search on shared data?
Topic
Overall
+0.40
+0.53
Query Performance
+0.40
—
Scalability
+0.35
—
Total Cost Of Ownership
+0.22
—
AI And ML Support
+0.65
+0.45
Ease Of Administration
+0.52
+0.60
Security Controls
+0.40
+0.66
Data Governance
+0.48
+0.73
Data Sharing And Monetization
+0.76
—
Cross-Cloud Flexibility
+0.02
—
Open Interoperability
+0.21
+0.22
Avatar
Data Science/AI Leader asked:
When deciding on Snowflake, how do I weigh open interoperability, data productization, and production ML reliability?
Topic
Overall
+0.49
Query Performance
0.00
Scalability
+0.40
Total Cost Of Ownership
+0.40
AI And ML Support
+0.59
Ease Of Administration
+0.60
Security Controls
+0.62
Data Governance
+0.79
Data Sharing And Monetization
+0.76
Cross-Cloud Flexibility
+0.53
Open Interoperability
+0.22
Avatar
Data Science/AI Leader asked:
What are Snowflake's strengths versus AWS for performance, scaling, and managed operations at production AI workloads?
Topic
Overall
+0.32
Query Performance
+0.14
Scalability
+0.50
Total Cost Of Ownership
+0.50
AI And ML Support
+0.51
Ease Of Administration
+0.59
Data Governance
+0.52
Cross-Cloud Flexibility
-0.50
Avatar
Data Science/AI Leader asked:
Should I choose Snowflake over Microsoft for an enterprise AI data platform with strong governance and secure sharing?
Topic
Overall
+0.58
AI And ML Support
+0.54
Security Controls
+0.54
Data Governance
+0.65
Data Sharing And Monetization
+0.76
Cross-Cloud Flexibility
+0.40
Avatar
Security, Risk, and Compliance Lead asked:
How does Snowflake handle fine-grained access, audit trails, and data sovereignty across clouds?
Topic
Overall
+0.62
Ease Of Administration
+0.40
Security Controls
+0.85
Data Governance
+0.79
Data Sharing And Monetization
+0.50
Cross-Cloud Flexibility
+0.76
Open Interoperability
+0.40
Avatar
Security, Risk, and Compliance Lead asked:
How does Snowflake compare with Databricks on governed data engineering and security controls?
Topic
Overall
+0.44
+0.49
AI And ML Support
+0.61
+0.13
Ease Of Administration
+0.74
+0.68
Security Controls
+0.88
+0.80
Data Governance
+0.86
+0.80
Cross-Cloud Flexibility
-0.18
+0.04
Open Interoperability
-0.24
—
Avatar
Security, Risk, and Compliance Lead asked:
Which Snowflake controls matter most when deciding if it fits enterprise security, risk, and compliance requirements?
Topic
Overall
+0.65
AI And ML Support
+0.58
Security Controls
+0.90
Data Governance
+0.89
Data Sharing And Monetization
+0.45
Cross-Cloud Flexibility
+0.43
Avatar
Security, Risk, and Compliance Lead asked:
What trade-offs should a compliance lead weigh when choosing Snowflake over AWS for secure analytics and AI access?
Topic
Overall
+0.49
AI And ML Support
+0.59
Ease Of Administration
+0.56
Security Controls
+0.72
Data Governance
+0.73
Data Sharing And Monetization
+0.52
Cross-Cloud Flexibility
-0.20
Avatar
Enterprise Architect (influencer) asked:
How does Snowflake compare with Databricks on open formats and interoperability for enterprise architecture?
Topic
Overall
+0.32
+0.63
AI And ML Support
0.00
—
Data Governance
—
+0.60
Cross-Cloud Flexibility
+0.40
+0.60
Open Interoperability
+0.56
+0.70
Avatar
Enterprise Architect (influencer) asked:
How does Snowflake stack up against AWS for cross-cloud flexibility and managed data workloads?
Topic
Overall
+0.68
Total Cost Of Ownership
+0.28
Ease Of Administration
+0.88
Data Sharing And Monetization
+0.73
Cross-Cloud Flexibility
+0.93
Open Interoperability
+0.57
Avatar
Enterprise Architect (influencer) asked:
What trade-offs would push us to pick Snowflake instead of Starburst for data sharing and federation?
Topic
Overall
+0.41
+0.45
Query Performance
+0.50
—
Scalability
+0.68
—
Total Cost Of Ownership
+0.50
—
Ease Of Administration
+0.76
+0.80
Security Controls
+0.54
+0.70
Data Governance
—
+0.71
Data Sharing And Monetization
+0.90
+0.63
Cross-Cloud Flexibility
-0.12
—
Open Interoperability
-0.47
-0.59
Avatar
Enterprise Architect (influencer) asked:
Should we choose Snowflake over Databricks for our data platform if openness and AI readiness both matter?
Topic
Overall
+0.43
-0.28
AI And ML Support
+0.51
-0.06
Ease Of Administration
+0.50
—
Data Governance
+0.53
—
Data Sharing And Monetization
+0.53
—
Cross-Cloud Flexibility
+0.44
-0.35
Open Interoperability
+0.09
-0.44
Avatar
Enterprise Architect (influencer) asked:
How does Snowflake compare with Google Cloud and AWS when deciding on TCO, scalability, and ecosystem fit?
Topic
Overall
+0.46
Scalability
+0.55
Total Cost Of Ownership
+0.05
Cross-Cloud Flexibility
+0.60
Open Interoperability
+0.63
Avatar
Finance/Procurement asked:
What trade-offs should finance and procurement weigh when choosing Snowflake over Databricks for long-term ROI?
Topic
Overall
+0.25
+0.35
+0.30
Query Performance
—
—
0.00
Scalability
—
—
+0.05
Total Cost Of Ownership
+0.60
+0.75
+0.69
AI And ML Support
-0.27
-0.49
-0.14
Ease Of Administration
+0.68
+0.83
+0.71
Security Controls
—
+0.57
—
Data Governance
+0.39
+0.59
+0.50
Data Sharing And Monetization
-0.17
+0.62
—
Open Interoperability
—
-0.45
—
Avatar
Finance/Procurement asked:
How does Snowflake compare with Databricks on query performance and operational overhead for finance teams?
Topic
Overall
+0.55
+0.44
+0.67
Query Performance
+0.68
+0.79
+0.68
Scalability
—
0.00
+0.56
Total Cost Of Ownership
+0.60
+0.60
+0.66
AI And ML Support
0.00
-0.05
—
Ease Of Administration
+0.91
+0.89
+0.80
Avatar
Finance/Procurement asked:
How does Snowflake compare with Microsoft, Google Cloud, and Databricks on contract risk, scalability, and TCO?
Topic
Overall
+0.29
+0.60
Scalability
+0.76
+0.75
Total Cost Of Ownership
+0.46
+0.38
AI And ML Support
-0.50
—
Data Governance
—
+0.60
Cross-Cloud Flexibility
+0.69
+0.66
Open Interoperability
+0.04
—
Avatar
Finance/Procurement asked:
How does Snowflake compare with AWS on predictable pricing and total cost of ownership for enterprise data workloads?
Topic
Overall
+0.74
+0.60
Total Cost Of Ownership
+0.78
+0.59
Ease Of Administration
+0.75
+0.61
Data Governance
+0.68
—
Avatar
Finance/Procurement asked:
Which factors make Snowflake the best fit versus AWS or Starburst for predictable spend and lower admin effort?
Topic
Overall
+0.53
+0.85
Total Cost Of Ownership
+0.81
+0.80
Ease Of Administration
+0.90
+0.91
Security Controls
+0.55
—
Data Governance
+0.57
—
Cross-Cloud Flexibility
-0.20
—
Avatar
Finance/Procurement asked:
What makes Snowflake better than Microsoft and Google Cloud for governed cross-cloud analytics and data sharing?
Topic
Overall
+0.67
+0.70
Scalability
+0.50
—
Total Cost Of Ownership
+0.53
+0.57
Ease Of Administration
+0.64
+0.52
Security Controls
+0.50
+0.69
Data Governance
+0.75
+0.71
Data Sharing And Monetization
+0.88
+0.83
Cross-Cloud Flexibility
+0.94
+0.96
Open Interoperability
+0.60
+0.64