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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.
38 questions · 101 answers
Avatar
Head of IT/Tech asked:
How does Snowflake compare with Databricks for enterprise-scale analytics and AI workloads?
Topic
Overall
+0.45
+0.49
+0.35
+0.33
+0.32
Query Performance
+0.37
+0.50
+0.51
0.00
+0.50
Scalability
+0.64
+0.64
+0.50
+0.61
+0.55
Total Cost Of Ownership
+0.53
+0.59
+0.26
+0.50
+0.50
AI And ML Support
+0.18
-0.25
+0.50
0.00
-0.44
Ease Of Administration
+0.70
+0.86
+0.53
+0.71
+0.75
Security Controls
+0.65
+0.73
—
+0.64
+0.53
Data Governance
+0.55
+0.68
—
+0.63
+0.54
Data Sharing And Monetization
+0.69
+0.69
—
+0.64
+0.50
Cross-Cloud Flexibility
0.00
0.00
—
-0.25
—
Open Interoperability
+0.25
—
-0.20
-0.17
-0.50
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
-0.25
Ease Of Administration
+0.50
Security Controls
+0.31
Data Governance
+0.29
Data Sharing And Monetization
+0.50
Cross-Cloud Flexibility
+0.75
Open Interoperability
+0.50
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
AI And ML Support
+0.45
Ease Of Administration
+0.90
Security Controls
+0.79
Data Governance
+0.71
Data Sharing And Monetization
+0.68
Cross-Cloud Flexibility
+0.80
Avatar
Chief Data Officer / Head of Data & Analytics asked:
How does Snowflake compare with Databricks on query performance for large enterprise analytics?
Topic
Overall
+0.51
+0.24
+0.31
Query Performance
+0.69
+0.68
+0.66
Scalability
+0.62
+0.49
+0.56
Total Cost Of Ownership
+0.44
0.00
+0.32
AI And ML Support
-0.08
-0.30
-0.08
Ease Of Administration
+0.80
+0.75
+0.76
Security Controls
+0.50
—
—
Data Governance
+0.60
—
—
Cross-Cloud Flexibility
—
—
0.00
Open Interoperability
—
-0.19
-0.09
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
+0.35
+0.21
+0.06
Query Performance
—
+0.50
—
Total Cost Of Ownership
+0.45
-0.29
-0.50
AI And ML Support
+0.54
+0.50
+0.50
Ease Of Administration
+0.58
+0.70
+0.52
Security Controls
+0.51
—
+0.50
Data Governance
+0.55
+0.23
+0.50
Data Sharing And Monetization
—
+0.57
—
Cross-Cloud Flexibility
—
+0.10
-0.52
Open Interoperability
-0.51
-0.60
-0.54
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
+0.48
+0.52
+0.43
+0.25
+0.20
Total Cost Of Ownership
+0.71
+0.51
+0.61
+0.51
+0.43
AI And ML Support
+0.12
+0.40
+0.55
+0.05
-0.31
Ease Of Administration
+0.81
—
+0.70
+0.53
+0.51
Security Controls
+0.64
—
+0.59
+0.50
+0.51
Data Governance
+0.74
+0.65
+0.71
+0.53
+0.50
Cross-Cloud Flexibility
—
—
-0.15
-0.30
—
Open Interoperability
-0.12
—
0.00
-0.08
-0.42
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
+0.09
+0.40
+0.03
Query Performance
—
0.00
—
Scalability
—
+0.65
—
Total Cost Of Ownership
-0.50
+0.29
-0.50
AI And ML Support
+0.50
+0.39
+0.50
Ease Of Administration
+0.61
+0.66
+0.54
Security Controls
+0.50
+0.54
+0.34
Data Governance
+0.51
+0.55
+0.33
Data Sharing And Monetization
—
0.00
—
Cross-Cloud Flexibility
-0.50
+0.61
-0.50
Open Interoperability
-0.50
+0.31
-0.50
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
+0.62
Scalability
+0.79
Total Cost Of Ownership
+0.45
Ease Of Administration
+0.79
Security Controls
+0.30
Data Governance
+0.43
Data Sharing And Monetization
+0.69
Cross-Cloud Flexibility
+0.91
Avatar
Data Platform/Engineering Leader (influencer) asked:
How does Snowflake compare with Databricks for elastic query performance and streaming workloads?
Topic
Overall
+0.31
+0.26
+0.31
+0.58
Query Performance
+0.70
+0.66
+0.62
+0.75
Scalability
+0.60
+0.55
+0.55
+0.50
Total Cost Of Ownership
+0.53
0.00
+0.50
+0.43
AI And ML Support
-0.43
0.00
-0.22
—
Ease Of Administration
+0.63
+0.62
+0.73
+0.65
Cross-Cloud Flexibility
—
0.00
0.00
—
Open Interoperability
-0.15
0.00
0.00
—
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
Query Performance
+0.59
+0.60
Scalability
+0.57
+0.21
Total Cost Of Ownership
+0.40
+0.54
AI And ML Support
-0.40
+0.36
Ease Of Administration
+0.70
+0.74
Security Controls
+0.60
+0.50
Data Governance
+0.64
+0.48
Data Sharing And Monetization
—
+0.65
Cross-Cloud Flexibility
+0.11
—
Open Interoperability
-0.52
-0.10
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
+0.71
Total Cost Of Ownership
+0.51
+0.68
Ease Of Administration
+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
+0.63
Total Cost Of Ownership
+0.30
AI And ML Support
+0.40
Ease Of Administration
+0.72
Security Controls
+0.63
Data Governance
+0.75
Data Sharing And Monetization
+0.83
Cross-Cloud Flexibility
+0.86
Open Interoperability
+0.55
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
Query Performance
+0.53
Ease Of Administration
+0.67
Security Controls
+0.68
Data Governance
+0.79
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
+0.62
+0.44
Query Performance
+0.60
+0.23
Scalability
+0.60
+0.60
Total Cost Of Ownership
+0.40
—
AI And ML Support
—
+0.54
Ease Of Administration
+0.66
+0.80
Security Controls
+0.65
—
Data Governance
+0.93
+0.79
Cross-Cloud Flexibility
—
+0.50
Open Interoperability
+0.50
-0.40
Avatar
Analytics/BI Leader (influencer) asked:
How does Snowflake compare with Databricks for governed SQL analytics and interactive dashboard performance?
Topic
Overall
+0.72
+0.16
Query Performance
+0.68
+0.32
Total Cost Of Ownership
—
0.00
AI And ML Support
—
0.00
Ease Of Administration
+0.73
+0.37
Security Controls
+0.66
0.00
Data Governance
+0.81
+0.28
Avatar
Analytics/BI Leader (influencer) asked:
How does Snowflake handle data quality, semantic consistency, and self-service BI better than AWS?
Topic
Overall
+0.64
AI And ML Support
+0.70
Ease Of Administration
+0.79
Data Governance
+0.79
Open Interoperability
+0.30
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:
What trade-offs should I consider when choosing Snowflake versus Microsoft for enterprise BI and analytics governance?
Topic
Overall
+0.48
Query Performance
+0.33
Scalability
+0.53
Total Cost Of Ownership
+0.50
Ease Of Administration
+0.23
Security Controls
+0.53
Data Governance
+0.54
Cross-Cloud Flexibility
+0.64
Open Interoperability
+0.56
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
+0.44
+0.67
+0.40
+0.53
+0.35
+0.38
Query Performance
—
—
+0.40
—
0.00
—
Scalability
+0.40
—
+0.35
—
+0.30
0.00
Total Cost Of Ownership
—
—
+0.22
—
—
—
AI And ML Support
+0.60
+0.71
+0.65
+0.45
+0.61
+0.61
Ease Of Administration
+0.48
+0.86
+0.52
+0.60
+0.48
0.00
Security Controls
+0.47
+0.80
+0.40
+0.66
+0.50
+0.46
Data Governance
+0.66
+0.66
+0.48
+0.73
+0.70
+0.47
Data Sharing And Monetization
—
+0.55
+0.76
—
+0.05
+0.69
Cross-Cloud Flexibility
+0.20
+0.50
+0.02
—
—
—
Open Interoperability
+0.30
+0.62
+0.21
+0.22
+0.18
+0.40
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
+0.50
+0.29
+0.58
+0.54
+0.32
+0.53
Query Performance
+0.59
+0.56
+0.69
+0.71
+0.14
+0.53
Scalability
+0.70
+0.63
+0.82
+0.79
+0.50
+0.57
Total Cost Of Ownership
+0.50
0.00
+0.64
—
+0.50
+0.48
AI And ML Support
+0.79
+0.68
+0.76
+0.64
+0.51
+0.57
Ease Of Administration
+0.81
+0.75
+0.76
+0.88
+0.59
+0.57
Security Controls
0.00
+0.51
+0.75
+0.49
—
+0.49
Data Governance
+0.60
+0.45
+0.81
+0.63
+0.52
+0.50
Cross-Cloud Flexibility
—
-0.50
0.00
-0.34
-0.50
—
Open Interoperability
0.00
-0.50
0.00
—
—
—
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
+0.78
+0.75
+0.63
+0.68
AI And ML Support
+0.59
+0.76
+0.69
+0.68
+0.70
Ease Of Administration
—
+0.60
—
+0.55
—
Security Controls
+0.60
+0.80
+0.69
+0.72
+0.63
Data Governance
+0.69
+0.86
+0.66
+0.86
+0.74
Data Sharing And Monetization
+0.74
+0.89
+0.99
+0.91
+0.85
Cross-Cloud Flexibility
+0.69
—
+0.94
+0.30
+0.70
Open Interoperability
+0.52
—
+0.55
+0.40
+0.47
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
+0.36
Total Cost Of Ownership
-0.30
-0.15
AI And ML Support
-0.15
+0.54
Ease Of Administration
+0.30
—
Cross-Cloud Flexibility
+0.81
+0.70
Open Interoperability
+0.50
—
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
+0.49
+0.63
+0.49
+0.45
+0.18
Query Performance
—
+0.18
—
0.00
—
0.00
Scalability
—
+0.55
—
+0.40
—
0.00
Total Cost Of Ownership
+0.50
-0.29
—
+0.40
—
+0.60
AI And ML Support
+0.48
+0.86
+0.71
+0.59
+0.60
+0.60
Ease Of Administration
+0.40
+0.60
—
+0.60
—
—
Security Controls
+0.40
+0.66
+0.55
+0.62
—
+0.20
Data Governance
+0.64
—
+0.65
+0.79
+0.55
+0.52
Data Sharing And Monetization
+0.67
+0.73
+0.60
+0.76
+0.50
—
Cross-Cloud Flexibility
—
—
+0.50
+0.53
-0.04
-0.15
Open Interoperability
-0.36
+0.61
+0.79
+0.22
+0.63
-0.35
Avatar
Data Science/AI Leader asked:
How does Snowflake support governed access to structured and unstructured data for model training and inference?
Topic
Overall
+0.89
+0.86
Total Cost Of Ownership
—
+0.74
AI And ML Support
+0.84
+0.88
Security Controls
+0.92
+0.91
Data Governance
+0.92
+0.90
Avatar
Security, Risk, and Compliance Lead asked:
How does Snowflake compare with Databricks on governed data engineering and security controls?
Topic
Overall
+0.56
+0.44
+0.49
AI And ML Support
0.00
+0.61
+0.13
Ease Of Administration
—
+0.74
+0.68
Security Controls
+0.84
+0.88
+0.80
Data Governance
+0.84
+0.86
+0.80
Cross-Cloud Flexibility
—
-0.18
+0.04
Open Interoperability
—
-0.24
—
Avatar
Security, Risk, and Compliance Lead asked:
What security and compliance capabilities make Snowflake stand out versus Microsoft for regulated enterprises?
Topic
Overall
+0.78
+0.75
+0.78
AI And ML Support
+0.58
+0.50
+0.60
Security Controls
+0.90
+0.84
+0.89
Data Governance
+0.91
+0.93
+0.93
Data Sharing And Monetization
—
+0.77
+0.81
Cross-Cloud Flexibility
+0.73
+0.69
+0.69
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
+0.71
Ease Of Administration
+0.40
—
Security Controls
+0.85
+0.81
Data Governance
+0.79
+0.81
Data Sharing And Monetization
+0.50
+0.53
Cross-Cloud Flexibility
+0.76
+0.69
Open Interoperability
+0.40
—
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
+0.45
+0.28
+0.49
Total Cost Of Ownership
0.00
—
—
AI And ML Support
+0.60
+0.57
+0.59
Ease Of Administration
+0.75
+0.70
+0.56
Security Controls
+0.77
+0.61
+0.72
Data Governance
+0.77
+0.72
+0.73
Data Sharing And Monetization
—
+0.59
+0.52
Cross-Cloud Flexibility
-0.20
-0.62
-0.20
Open Interoperability
—
-0.60
—
Avatar
Security, Risk, and Compliance Lead asked:
How does Snowflake compare with Google Cloud on embedded governance and privacy-preserving AI features?
Topic
Overall
+0.83
+0.75
+0.71
+0.60
AI And ML Support
+0.75
+0.57
+0.69
+0.54
Ease Of Administration
—
+0.77
+0.60
+0.40
Security Controls
+0.84
+0.84
+0.79
+0.72
Data Governance
+0.89
+0.83
+0.76
+0.74
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
+0.65
+0.69
+0.63
+0.75
AI And ML Support
+0.58
+0.58
+0.50
+0.29
+0.56
Ease Of Administration
—
—
+0.70
—
—
Security Controls
+0.90
+0.90
+0.90
+0.85
+0.89
Data Governance
+0.83
+0.89
+0.85
+0.76
+0.81
Data Sharing And Monetization
+0.66
+0.45
+0.52
—
—
Cross-Cloud Flexibility
—
+0.43
—
—
—
Avatar
Enterprise Architect (influencer) asked:
Should we choose Snowflake over Databricks for our data platform if openness and AI readiness both matter?
Topic
Overall
+0.04
-0.23
+0.43
-0.28
+0.08
AI And ML Support
+0.43
-0.57
+0.51
-0.06
+0.16
Ease Of Administration
+0.50
—
+0.50
—
—
Data Governance
—
0.00
+0.53
—
—
Data Sharing And Monetization
—
+0.33
+0.53
—
—
Cross-Cloud Flexibility
-0.33
—
+0.44
-0.35
—
Open Interoperability
-0.41
-0.66
+0.09
-0.44
0.00
Avatar
Enterprise Architect (influencer) asked:
How does Snowflake compare with Databricks on open formats and interoperability for enterprise architecture?
Topic
Overall
+0.63
Cross-Cloud Flexibility
+0.60
Open Interoperability
+0.65
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
Finance/Procurement asked:
How does Snowflake compare with Databricks on query performance and operational overhead for finance teams?
Topic
Overall
+0.43
+0.44
Query Performance
+0.56
+0.79
Scalability
+0.56
0.00
Total Cost Of Ownership
+0.66
+0.60
AI And ML Support
-0.37
-0.05
Ease Of Administration
+0.73
+0.89
Avatar
Finance/Procurement asked:
What makes Snowflake better than Microsoft and Google Cloud for governed cross-cloud analytics and data sharing?
Topic
Overall
+0.85
+0.86
Total Cost Of Ownership
+0.84
—
Ease Of Administration
+0.70
—
Data Governance
+0.89
+0.79
Data Sharing And Monetization
+0.85
+0.92
Cross-Cloud Flexibility
+0.95
+0.99
Open Interoperability
—
+0.73
Avatar
Finance/Procurement asked:
What trade-offs should finance and procurement weigh when choosing Snowflake over Databricks for long-term ROI?
Topic
Overall
+0.35
+0.30
Query Performance
—
0.00
Scalability
—
+0.05
Total Cost Of Ownership
+0.75
+0.69
AI And ML Support
-0.49
-0.14
Ease Of Administration
+0.83
+0.71
Security Controls
+0.57
—
Data Governance
+0.59
+0.50
Data Sharing And Monetization
+0.62
—
Open Interoperability
-0.45
—
Avatar
Finance/Procurement asked:
How does Snowflake compare with Microsoft, Google Cloud, and Databricks on contract risk, scalability, and TCO?
Topic
Overall
+0.29
Scalability
+0.76
Total Cost Of Ownership
+0.46
AI And ML Support
-0.50
Cross-Cloud Flexibility
+0.69
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
+0.54
Total Cost Of Ownership
+0.54