Peer-Driven Insights

Scalability

About this topic

Scalability refers to the capability of systems and processes to efficiently handle increased workloads or expansion. It supports growth and adapts to changing business demands.

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We’re currently exploring options to implement an iPXE-based WinPE deployment solution in Microsoft Azure. Our goal is to streamline OS provisioning for virtual machines using cloud-hosted boot scripts and WinPE images, ideally over HTTP/S for performance and flexibility. Key requirements: Must support iPXE booting in Azure (via ISO, custom VM image, or chainloading). Ability to host and serve WinPE images securely (e.g., via Azure Blob Storage or web server). Cyber Essentials Plus compliance is essential, as we operate in a regulated environment. Preferably a UK-based provider with experience in secure cloud deployments and endpoint provisioning. We’ve looked into solutions like 2Pint Software’s iPXE Anywhere, but we’re open to other vendors or managed service providers who can assist with setup, integration, and ongoing support. Has anyone implemented a similar solution or worked with a provider who meets this criteria? Any recommendations or lessons learned would be greatly appreciated.

Have you had to make any organizational changes to effectively scale your AI initiatives? If so, what did you do, or what are you considering?

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When it comes to your RBAC system, how do you manage scalability and performance as your organization grows?

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What is your overall experience with the Miro (Digital Whiteboard, Visualization, and Collaboration solution) application (performance, features, add-on applications)? We use it quite intensively in our company and would love to hear your experiences.

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Does Agile Methodology work for AI projects? With many companies adopting Agile for software development, does trying to "make" Agile work for AI initiatives a mistake?

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Who are the best engineers to use to staff for a platform re-architecture program? Does the staffing strategy benefit from tweaks as you move from early to later stages of maturity?

The particular program is looking to reduce duplication that exists across business lines and likely will leverage a combination of adapter patterns, data-driven configuration and lot of generalization of duplicate capability.

We're open to FTE, contract, vendors, etc., and have good systems to use all already established.

Between the two cloud data platforms Snowflake & DataBricks, which one do you prefer? Please explain why in the comments.

Snowflake79%

DataBricks20%

For those of you living in North America, have you outsourced anything (Web development, Mobile development, Staff augmentation, Direct hiring) to an Indian company?

What where the results?

Yes83%

No17%

How would you choose which architecture you must implement in AWS? Which factors are chosen and which ones shouldn’t? What data is needed to have a wide decision?

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How can we approach the establishment of a Center of Excellence (CoE) for Low Code? We have made product selections and aim to set up a CoE to leverage these solutions effectively. I'm curious, have you ever engaged a third party to assist in establishing a CoE? If you have, I would greatly appreciate if you could share your experience and any valuable lessons learned from that process.

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What are some best practices for building applications at scale?

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When building applications for scale, how important is QA testing?

When a startup experiences rapid growth, what is the biggest challenge to IT in keeping up with the speed of business?

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I have been asked to help my company mature our ArcGIS program. I am trying to strategize how this folds into our existing Azure Data Architecture. Curious how other companies are supporting their geospatial (ArcGIS) programs from a data architecture perspective. Are they leveraging one architecture? if so, where is it stored? how are handling orchestration of data pipelines? what does the architecture look like?

What is the biggest challenge your organization faces in deploying AI solutions at scale?

Lack of quality training data8%

Technical complexity and integration issues50%

Resistance to change and cultural barriers21%

Regulatory compliance and ethical considerations10%

Limited expertise and talent shortage8%

We're not currently trying to deploy at scale3%

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Has anyone successfully used AR and VR devices across an enterprise in a truly scalable way? Leadership is reluctant to invest in this as they will require physical attention to maintain. Any experience you can share?

About this topic

Community Posts

Have you had to make any organizational changes to effectively scale your AI initiatives? If so, what did you do, or what are you considering?

When it comes to your RBAC system, how do you manage scalability and performance as your organization grows?

What is your overall experience with the Miro (Digital Whiteboard, Visualization, and Collaboration solution) application (performance, features, add-on applications)? We use it quite intensively in our company and would love to hear your experiences.

Does Agile Methodology work for AI projects? With many companies adopting Agile for software development, does trying to "make" Agile work for AI initiatives a mistake?

Between the two cloud data platforms Snowflake & DataBricks, which one do you prefer? Please explain why in the comments.

For those of you living in North America, have you outsourced anything (Web development, Mobile development, Staff augmentation, Direct hiring) to an Indian company?What where the results?

How would you choose which architecture you must implement in AWS? Which factors are chosen and which ones shouldn’t? What data is needed to have a wide decision?

What are some best practices for building applications at scale?

When building applications for scale, how important is QA testing?

When a startup experiences rapid growth, what is the biggest challenge to IT in keeping up with the speed of business?

What is the biggest challenge your organization faces in deploying AI solutions at scale?

Has anyone successfully used AR and VR devices across an enterprise in a truly scalable way? Leadership is reluctant to invest in this as they will require physical attention to maintain. Any experience you can share?

Community Posts

Have you had to make any organizational changes to effectively scale your AI initiatives? If so, what did you do, or what are you considering?

When it comes to your RBAC system, how do you manage scalability and performance as your organization grows?

What is your overall experience with the Miro (Digital Whiteboard, Visualization, and Collaboration solution) application (performance, features, add-on applications)? We use it quite intensively in our company and would love to hear your experiences.

Does Agile Methodology work for AI projects? With many companies adopting Agile for software development, does trying to "make" Agile work for AI initiatives a mistake?

Between the two cloud data platforms Snowflake & DataBricks, which one do you prefer? Please explain why in the comments.

For those of you living in North America, have you outsourced anything (Web development, Mobile development, Staff augmentation, Direct hiring) to an Indian company?What where the results?

How would you choose which architecture you must implement in AWS? Which factors are chosen and which ones shouldn’t? What data is needed to have a wide decision?

What are some best practices for building applications at scale?

When building applications for scale, how important is QA testing?

When a startup experiences rapid growth, what is the biggest challenge to IT in keeping up with the speed of business?

What is the biggest challenge your organization faces in deploying AI solutions at scale?

Has anyone successfully used AR and VR devices across an enterprise in a truly scalable way? Leadership is reluctant to invest in this as they will require physical attention to maintain. Any experience you can share?

For those of you living in North America, have you outsourced anything (Web development, Mobile development, Staff augmentation, Direct hiring) to an Indian company?

What where the results?

For those of you living in North America, have you outsourced anything (Web development, Mobile development, Staff augmentation, Direct hiring) to an Indian company?

What where the results?