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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.
39 questions · 130 answers
Avatar
Head of IT/Tech asked:
What makes Snowflake better than AWS for managing a fully governed cloud data warehouse?
Topic
Overall
+0.76
+0.83
+0.63
+0.63
+0.78
Query Performance
—
—
0.00
+0.33
—
Scalability
—
+0.80
+0.65
+0.59
+0.84
Total Cost Of Ownership
+0.50
+0.75
+0.48
+0.53
+0.61
Ease Of Administration
+0.78
+0.92
+0.89
+0.79
+0.90
Security Controls
+0.80
+0.84
+0.78
+0.71
+0.74
Data Governance
+0.91
+0.87
+0.89
+0.73
+0.83
Data Sharing And Monetization
—
—
+0.66
+0.71
+0.76
Cross-Cloud Flexibility
+0.84
+0.83
+0.76
+0.63
+0.81
Open Interoperability
—
—
+0.60
—
—
Avatar
Head of IT/Tech asked:
How does Snowflake handle cross-cloud data sharing and interoperability with open formats?
Topic
Overall
+0.70
+0.71
+0.79
+0.62
Query Performance
—
+0.60
—
—
Total Cost Of Ownership
+0.61
+0.66
+0.60
+0.01
Ease Of Administration
+0.65
+0.69
+0.65
+0.57
Security Controls
+0.63
+0.68
+0.79
+0.68
Data Governance
+0.63
+0.68
+0.83
+0.64
Data Sharing And Monetization
+0.71
+0.76
+0.88
+0.78
Cross-Cloud Flexibility
+0.85
+0.85
+0.91
+0.85
Open Interoperability
+0.85
+0.77
+0.90
+0.79
Avatar
Head of IT/Tech asked:
Should we choose Snowflake over Microsoft for our enterprise data platform roadmap?
Topic
Overall
+0.37
+0.54
+0.40
+0.54
+0.37
Query Performance
—
0.00
+0.50
—
—
Scalability
—
+0.75
+0.60
+0.63
—
Total Cost Of Ownership
-0.25
+0.52
+0.31
+0.41
+0.19
AI And ML Support
—
—
0.00
—
—
Ease Of Administration
+0.50
+0.89
+0.06
+0.64
0.00
Security Controls
+0.31
—
+0.06
+0.20
—
Data Governance
+0.29
0.00
+0.06
+0.25
+0.18
Data Sharing And Monetization
+0.50
+0.65
+0.93
+0.71
+0.71
Cross-Cloud Flexibility
+0.75
+0.96
+0.94
+0.89
+0.64
Open Interoperability
+0.50
+0.55
+0.50
+0.60
+0.53
Avatar
Head of IT/Tech asked:
For a head of IT, what factors would favor Snowflake over Starburst in the final selection?
Topic
Overall
+0.72
+0.67
+0.75
Scalability
—
+0.75
+0.70
Total Cost Of Ownership
—
+0.45
+0.60
AI And ML Support
+0.45
—
—
Ease Of Administration
+0.90
+0.92
+0.91
Security Controls
+0.79
+0.64
+0.75
Data Governance
+0.71
+0.72
—
Data Sharing And Monetization
+0.68
+0.57
—
Cross-Cloud Flexibility
+0.80
+0.65
+0.77
Avatar
Head of IT/Tech asked:
What trade-offs should we weigh between Snowflake and Google Cloud for security, TCO, and administration?
Topic
Overall
+0.53
+0.57
+0.48
Total Cost Of Ownership
+0.53
+0.56
+0.50
Ease Of Administration
+0.28
+0.76
-0.08
Security Controls
+0.56
+0.49
+0.62
Data Governance
+0.53
+0.49
+0.62
Data Sharing And Monetization
+0.64
—
—
Cross-Cloud Flexibility
+0.64
+0.55
+0.71
Avatar
Head of IT/Tech asked:
How does Snowflake compare with Databricks for enterprise-scale analytics and AI workloads?
Topic
Overall
+0.40
Scalability
+0.60
Total Cost Of Ownership
+0.31
AI And ML Support
-0.08
Ease Of Administration
+0.65
Security Controls
+0.44
Data Governance
+0.44
Cross-Cloud Flexibility
+0.41
Avatar
Chief Data Officer / Head of Data & Analytics asked:
How does Snowflake compare with AWS and Google Cloud on multi-cloud scalability and operational simplicity?
Topic
Overall
+0.60
+0.80
+0.73
+0.62
Scalability
+0.83
+0.83
+0.60
+0.79
Total Cost Of Ownership
-0.37
—
—
+0.45
Ease Of Administration
+0.89
+0.62
+0.79
+0.79
Security Controls
+0.63
—
—
+0.30
Data Governance
+0.66
—
+0.67
+0.43
Data Sharing And Monetization
—
—
—
+0.69
Cross-Cloud Flexibility
+0.95
+0.94
+0.88
+0.91
Avatar
Chief Data Officer / Head of Data & Analytics asked:
What makes Snowflake a stronger choice than Microsoft for governed data sharing and security controls?
Topic
Overall
+0.76
+0.86
+0.85
+0.81
Total Cost Of Ownership
+0.37
—
—
—
Ease Of Administration
+0.73
+0.78
—
+0.68
Security Controls
+0.90
+0.88
+0.86
+0.88
Data Governance
+0.89
+0.84
+0.89
+0.89
Data Sharing And Monetization
+0.94
+0.93
+0.97
+0.92
Cross-Cloud Flexibility
+0.76
+0.86
+0.94
+0.71
Open Interoperability
—
—
+0.60
—
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
+0.09
+0.52
+0.23
+0.40
Query Performance
—
—
—
-0.17
0.00
Scalability
—
—
+0.53
+0.50
+0.65
Total Cost Of Ownership
+0.29
-0.50
+0.28
-0.12
+0.29
AI And ML Support
—
+0.50
0.00
+0.50
+0.39
Ease Of Administration
+0.70
+0.61
+0.73
+0.70
+0.66
Security Controls
—
+0.50
+0.38
+0.40
+0.54
Data Governance
+0.54
+0.51
+0.56
+0.54
+0.55
Data Sharing And Monetization
—
—
+0.76
+0.57
0.00
Cross-Cloud Flexibility
+0.39
-0.50
+0.85
-0.12
+0.61
Open Interoperability
+0.50
-0.50
+0.60
-0.47
+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
Query Performance
+0.79
Scalability
+0.41
Total Cost Of Ownership
+0.38
Ease Of Administration
+0.81
Data Governance
+0.44
Cross-Cloud Flexibility
-0.10
Open Interoperability
+0.25
Avatar
Chief Data Officer / Head of Data & Analytics asked:
When selecting Snowflake, what risks or benefits matter most versus Starburst for open interoperability and vendor lock-in?
Topic
Overall
+0.21
+0.04
+0.17
+0.06
Query Performance
+0.50
—
—
—
Total Cost Of Ownership
-0.29
-0.39
—
-0.50
AI And ML Support
+0.50
—
—
+0.50
Ease Of Administration
+0.70
+0.76
+0.74
+0.52
Security Controls
—
+0.57
+0.60
+0.50
Data Governance
+0.23
+0.51
+0.56
+0.50
Data Sharing And Monetization
+0.57
—
—
—
Cross-Cloud Flexibility
+0.10
-0.51
-0.56
-0.52
Open Interoperability
-0.60
-0.69
-0.49
-0.54
Avatar
Data Platform/Engineering Leader (influencer) asked:
How does Snowflake compare with AWS and Google Cloud on cross-cloud flexibility and administration?
Topic
Overall
+0.84
+0.56
+0.83
+0.65
+0.86
+0.49
Total Cost Of Ownership
—
-0.23
—
—
—
-0.08
Ease Of Administration
+0.87
+0.85
+0.83
+0.80
+0.81
+0.75
Security Controls
+0.78
—
—
—
—
—
Data Governance
+0.78
+0.66
+0.80
+0.30
—
—
Data Sharing And Monetization
—
—
+0.90
+0.60
—
—
Cross-Cloud Flexibility
+0.93
+0.95
+0.91
+0.89
+0.91
+0.80
Open Interoperability
—
—
+0.70
—
—
—
Avatar
Data Platform/Engineering Leader (influencer) asked:
What are Snowflake's strengths and gaps for data sharing, governance, and open interoperability versus Starburst?
Topic
Overall
+0.52
+0.13
+0.33
+0.27
+0.17
Total Cost Of Ownership
—
-0.52
—
—
—
Ease Of Administration
+0.78
+0.58
+0.77
—
—
Security Controls
+0.80
+0.64
+0.71
—
+0.68
Data Governance
+0.78
+0.60
+0.76
+0.75
+0.71
Data Sharing And Monetization
+0.84
+0.66
+0.88
+0.80
+0.75
Cross-Cloud Flexibility
—
-0.50
-0.52
+0.22
-0.57
Open Interoperability
-0.61
-0.52
-0.61
-0.70
-0.71
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
+0.25
+0.26
+0.21
Query Performance
+0.59
+0.33
+0.48
0.00
Scalability
+0.57
+0.50
+0.44
+0.14
Total Cost Of Ownership
+0.40
-0.20
+0.46
+0.38
AI And ML Support
-0.40
-0.42
-0.30
-0.03
Ease Of Administration
+0.70
+0.69
+0.60
+0.43
Security Controls
+0.60
+0.50
0.00
+0.05
Data Governance
+0.64
+0.51
+0.40
+0.05
Data Sharing And Monetization
—
+0.69
+0.25
—
Cross-Cloud Flexibility
+0.11
+0.36
+0.46
+0.56
Open Interoperability
-0.52
-0.46
-0.20
+0.33
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
+0.48
+0.67
+0.71
Total Cost Of Ownership
+0.48
+0.51
+0.68
Ease Of Administration
+0.48
+0.69
+0.80
Cross-Cloud Flexibility
—
+0.80
+0.66
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
+0.67
+0.63
+0.65
+0.67
+0.72
Query Performance
—
+0.50
—
—
—
—
Scalability
—
+0.70
—
+0.55
—
—
Total Cost Of Ownership
+0.54
+0.57
+0.30
—
—
—
AI And ML Support
—
—
+0.40
—
—
—
Ease Of Administration
+0.60
+0.76
+0.72
+0.76
+0.79
+0.67
Security Controls
+0.57
—
+0.63
+0.60
—
—
Data Governance
+0.58
—
+0.75
+0.62
+0.58
—
Data Sharing And Monetization
+0.57
+0.68
+0.83
+0.60
—
—
Cross-Cloud Flexibility
+0.64
+0.90
+0.86
+0.85
+0.80
+0.85
Open Interoperability
+0.60
+0.58
+0.55
+0.60
+0.53
+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
+0.53
+0.49
+0.38
+0.48
+0.59
Query Performance
+0.79
+0.75
—
+0.33
—
Scalability
+0.67
—
+0.50
+0.53
+0.60
Total Cost Of Ownership
+0.50
—
-0.26
+0.50
—
Ease Of Administration
+0.60
—
+0.47
+0.23
+0.50
Security Controls
—
+0.65
+0.55
+0.53
—
Data Governance
+0.27
-0.21
+0.59
+0.54
+0.59
Data Sharing And Monetization
+0.79
+0.70
+0.61
—
+0.63
Cross-Cloud Flexibility
+0.55
—
+0.66
+0.64
+0.73
Open Interoperability
+0.04
+0.54
-0.05
+0.56
+0.51
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
+0.56
Query Performance
+0.23
+0.58
Scalability
+0.60
—
AI And ML Support
+0.54
—
Ease Of Administration
+0.80
+0.52
Security Controls
—
+0.50
Data Governance
+0.79
+0.63
Cross-Cloud Flexibility
+0.50
—
Open Interoperability
-0.40
—
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
Query Performance
+0.50
Scalability
+0.40
Ease Of Administration
+0.71
Security Controls
+0.63
Data Governance
+0.88
Data Sharing And Monetization
+0.69
Open Interoperability
+0.40
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
+0.64
+0.75
AI And ML Support
+0.59
+0.69
Security Controls
+0.60
+0.69
Data Governance
+0.69
+0.66
Data Sharing And Monetization
+0.74
+0.99
Cross-Cloud Flexibility
+0.69
+0.94
Open Interoperability
+0.52
+0.55
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
+0.23
+0.63
+0.65
+0.46
+0.46
+0.36
Total Cost Of Ownership
-0.30
+0.70
+0.57
+0.09
+0.13
-0.15
AI And ML Support
-0.15
+0.14
—
+0.38
+0.43
+0.54
Ease Of Administration
+0.30
+0.72
—
+0.45
+0.38
—
Data Governance
—
—
—
+0.53
+0.40
—
Data Sharing And Monetization
—
—
+0.70
+0.55
—
—
Cross-Cloud Flexibility
+0.81
+0.94
+0.81
+0.70
+0.80
+0.70
Open Interoperability
+0.50
—
+0.50
+0.54
+0.60
—
Avatar
Data Science/AI Leader asked:
When deciding on Snowflake, how do I weigh open interoperability, data productization, and production ML reliability?
Topic
Overall
+0.39
+0.63
+0.45
+0.18
Query Performance
—
—
—
0.00
Scalability
—
—
—
0.00
Total Cost Of Ownership
+0.50
—
—
+0.60
AI And ML Support
+0.48
+0.71
+0.60
+0.60
Ease Of Administration
+0.40
—
—
—
Security Controls
+0.40
+0.55
—
+0.20
Data Governance
+0.64
+0.65
+0.55
+0.52
Data Sharing And Monetization
+0.67
+0.60
+0.50
—
Cross-Cloud Flexibility
—
+0.50
-0.04
-0.15
Open Interoperability
-0.36
+0.79
+0.63
-0.35
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
+0.53
Query Performance
+0.14
+0.53
Scalability
+0.50
+0.57
Total Cost Of Ownership
+0.50
+0.48
AI And ML Support
+0.51
+0.57
Ease Of Administration
+0.59
+0.57
Security Controls
—
+0.49
Data Governance
+0.52
+0.50
Cross-Cloud Flexibility
-0.50
—
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
+0.74
+0.69
+0.63
AI And ML Support
+0.58
—
+0.29
Ease Of Administration
—
+0.35
—
Security Controls
+0.90
+0.90
+0.85
Data Governance
+0.83
+0.86
+0.76
Data Sharing And Monetization
+0.66
—
—
Cross-Cloud Flexibility
—
+0.64
—
Avatar
Security, Risk, and Compliance Lead asked:
What security and compliance capabilities make Snowflake stand out versus Microsoft for regulated enterprises?
Topic
Overall
+0.72
+0.80
+0.75
+0.75
AI And ML Support
+0.50
—
+0.50
—
Ease Of Administration
—
+0.60
—
—
Security Controls
+0.86
+0.90
+0.84
+0.85
Data Governance
+0.86
+0.90
+0.93
+0.81
Data Sharing And Monetization
+0.60
+0.82
+0.77
—
Cross-Cloud Flexibility
+0.79
+0.79
+0.69
+0.60
Avatar
Security, Risk, and Compliance Lead asked:
How does Snowflake handle fine-grained access, audit trails, and data sovereignty across clouds?
Topic
Overall
+0.86
Security Controls
+0.88
Data Governance
+0.90
Cross-Cloud Flexibility
+0.81
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
+0.28
AI And ML Support
+0.57
Ease Of Administration
+0.70
Security Controls
+0.61
Data Governance
+0.72
Data Sharing And Monetization
+0.59
Cross-Cloud Flexibility
-0.62
Open Interoperability
-0.60
Avatar
Security, Risk, and Compliance Lead asked:
How does Snowflake compare with Databricks on governed data engineering and security controls?
Topic
Overall
+0.39
+0.44
AI And ML Support
—
0.00
Ease Of Administration
—
+0.63
Security Controls
+0.77
+0.81
Data Governance
+0.80
+0.78
Data Sharing And Monetization
+0.65
—
Cross-Cloud Flexibility
-0.12
—
Open Interoperability
-0.15
0.00
Avatar
Security, Risk, and Compliance Lead asked:
How does Snowflake compare with Google Cloud on embedded governance and privacy-preserving AI features?
Topic
Overall
+0.71
AI And ML Support
+0.69
Ease Of Administration
+0.60
Security Controls
+0.79
Data Governance
+0.76
Avatar
Enterprise Architect (influencer) asked:
How does Snowflake stack up against AWS for cross-cloud flexibility and managed data workloads?
Topic
Overall
+0.53
+0.84
+0.68
+0.72
+0.60
+0.80
Scalability
+0.60
—
—
—
—
—
Total Cost Of Ownership
-0.48
—
+0.28
—
+0.35
—
Ease Of Administration
+0.76
—
+0.88
+0.56
+0.73
—
Data Governance
+0.50
—
—
—
+0.60
—
Data Sharing And Monetization
+0.60
—
+0.73
—
+0.53
—
Cross-Cloud Flexibility
+0.91
+0.90
+0.93
+0.90
+0.85
+0.89
Open Interoperability
+0.83
+0.79
+0.57
+0.70
+0.53
+0.71
Avatar
Enterprise Architect (influencer) asked:
What makes Snowflake a better fit than Microsoft for secure governance and partner ecosystem integration?
Topic
Overall
+0.87
+0.78
+0.85
+0.81
+0.76
Security Controls
+0.81
+0.61
+0.86
+0.75
+0.69
Data Governance
+0.86
+0.70
+0.85
+0.85
+0.68
Data Sharing And Monetization
—
—
+0.91
+0.74
+0.80
Cross-Cloud Flexibility
+0.90
+0.95
+0.94
+0.90
+0.79
Open Interoperability
+0.91
+0.88
+0.70
+0.82
+0.84
Avatar
Enterprise Architect (influencer) asked:
What trade-offs would push us to pick Snowflake instead of Starburst for data sharing and federation?
Topic
Overall
+0.10
Total Cost Of Ownership
-0.50
Ease Of Administration
+0.70
Data Governance
+0.58
Data Sharing And Monetization
+0.90
Cross-Cloud Flexibility
-0.51
Open Interoperability
-0.56
Avatar
Enterprise Architect (influencer) asked:
How does Snowflake compare with Google Cloud and AWS when deciding on TCO, scalability, and ecosystem fit?
Topic
Overall
+0.39
+0.48
+0.57
+0.58
+0.68
+0.46
Scalability
+0.18
+0.50
+0.68
+0.64
+0.50
+0.55
Total Cost Of Ownership
-0.29
0.00
+0.38
+0.51
+0.47
+0.05
Ease Of Administration
—
—
—
+0.53
—
—
Data Governance
—
—
—
+0.40
—
—
Data Sharing And Monetization
—
+0.50
—
+0.60
—
—
Cross-Cloud Flexibility
+0.84
+0.75
+0.75
+0.74
+0.86
+0.60
Open Interoperability
+0.83
+0.64
+0.50
+0.65
+0.88
+0.63
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
AI And ML Support
—
+0.51
Ease Of Administration
—
+0.50
Data Governance
—
+0.53
Data Sharing And Monetization
—
+0.53
Cross-Cloud Flexibility
—
+0.44
Open Interoperability
—
+0.09
Avatar
Enterprise Architect (influencer) asked:
How does Snowflake compare with Databricks on open formats and interoperability for enterprise architecture?
Topic
Overall
+0.50
Cross-Cloud Flexibility
+0.40
Open Interoperability
+0.60
Avatar
Finance/Procurement asked:
What makes Snowflake better than Microsoft and Google Cloud for governed cross-cloud analytics and data sharing?
Topic
Overall
+0.78
+0.86
+0.72
+0.67
+0.70
Scalability
—
—
—
+0.50
—
Total Cost Of Ownership
+0.69
—
+0.59
+0.53
+0.57
Ease Of Administration
+0.53
—
+0.58
+0.64
+0.52
Security Controls
+0.77
—
+0.66
+0.50
+0.69
Data Governance
+0.88
+0.79
+0.79
+0.75
+0.71
Data Sharing And Monetization
+0.85
+0.92
+0.83
+0.88
+0.83
Cross-Cloud Flexibility
+0.93
+0.99
+0.86
+0.94
+0.96
Open Interoperability
—
+0.73
—
+0.60
+0.64
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
Query Performance
+0.68
+0.79
Scalability
—
0.00
Total Cost Of Ownership
+0.60
+0.60
AI And ML Support
0.00
-0.05
Ease Of Administration
+0.91
+0.89
Avatar
Finance/Procurement asked:
How does Snowflake compare with Microsoft, Google Cloud, and Databricks on contract risk, scalability, and TCO?
Topic
Overall
+0.43
+0.29
+0.60
+0.12
Query Performance
—
—
—
-0.08
Scalability
+0.40
+0.76
+0.75
+0.73
Total Cost Of Ownership
+0.55
+0.46
+0.38
+0.63
AI And ML Support
—
-0.50
—
-0.07
Ease Of Administration
+0.75
—
—
0.00
Security Controls
—
—
—
0.00
Data Governance
-0.10
—
+0.60
0.00
Data Sharing And Monetization
—
—
—
0.00
Cross-Cloud Flexibility
+0.52
+0.69
+0.66
0.00
Open Interoperability
—
+0.04
—
0.00
Avatar
Finance/Procurement asked:
Which factors make Snowflake the best fit versus AWS or Starburst for predictable spend and lower admin effort?
Topic
Overall
+0.80
Query Performance
+0.55
Scalability
+0.82
Total Cost Of Ownership
+0.89
Ease Of Administration
+0.96