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Model Serving

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Serverless endpoint for deploying and serving machine learning models at scale

API Access
Est. Price

~$1,200/yr est.

Update Frequency

Real-time

Pricing Tiers

1

Regions

1

Quality SignalsB

Freshness

Recently enriched

81

Complete

81%

API

API Available

Product Overview

Data Lakehouse and AI Platform$

Offering: A unified cloud-based platform for data engineering, data warehousing, machine learning, and generative AI development built on an open-source storage foundation.

Best for: Data engineering and data science teams building scalable AI/ML pipelines and unified analytics architectures.

Benefits
  • Unified architecture for data and AI
  • High-performance SQL and BI capabilities
  • Robust open-source ecosystem integration
  • Comprehensive governance via Unity Catalog
  • Scalable infrastructure for generative AI
Drawbacks
⚠ High complexity for non-technical users · ⚠ Requires significant cloud infrastructure management · ⚠ Steep learning curve for legacy data teams

Product Intelligence

Value Score
54
quality per $
Price Position
P33
mid-range
Coverage
75
geo × freq × depth
Try-ability
35
ease of trial
Market concentration: 100% (concentrated — few vendors)

Product Details

Use Cases
Real-time inferenceModel deploymentMLOps automationPredictive analytics integration
Categories
Machine LearningData ScienceMLOpsCloud Infrastructure
Coverage
Global
Delivery
REST APIPython SDKSFTPS3 BucketGCS BucketAzure BlobSnowflake ShareDatabricksDirect cloud pushWeb UI download
Data Sources
iot sensorsproprietary models
Detected Use Cases
esg sustainability

Pricing Tiers

Vedex estimate
~$1,200/yr est.
SUBSCRIPTIONMEDIUM

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Get an instant price estimate based on your organization profile — seats, usage rights, and contract term.Estimated ~$1,200/yr est.

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Web Authority

High Authority
99
19 mentions·3 platforms
Academic Papers
10 × 8 pts+80
Blogs & Newsletters
8 × 2 pts+16
Reddit
1 × 3 pts+3
Evidence5 sources
Academic Papers

Towards Efficient Large Multimodal Model Serving

Efficient Memory Management for Large Language Model Serving with PagedAttention. ... Llumnix: Dynamic scheduling for large language model serving ...

Academic Papers

DeepServe: Serverless Large Language Model Serving at ...

... model-serving tasks. Second, DeepServe integrates an in-house serving engine named FlowServe using a microkernel-inspired design, NPU ...

Academic Papers

[2407.08980] Enabling Elastic Model Serving with MultiWorld

by M Lee · 2024 — We propose MultiWorld that enables fault tolerance and online scaling at the granularity of workers for model serving.

Data Dictionary

Expected fields and columns in this data product


About Model Serving

Model Serving is a machine learning data product offered by Databricks U.K Limited, available on discovery. Data is updated real-time. API access is available for programmatic integration. Vedex estimates pricing at roughly $1,200/yr (an estimate, not a vendor-published price).

Serverless endpoint for deploying and serving machine learning models at scale

Related Data Categories

Machine LearningData ScienceMLOpsCloud Infrastructure

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