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You're tasked with optimizing scalable network solutions. How do you balance cost and performance?

In systems engineering, optimizing scalable network solutions while balancing cost and performance is crucial for sustainable growth. Here's how to achieve this balance:

  • Evaluate current needs and future growth: Assess your network's current demands and anticipated growth to avoid over or under-provisioning.

  • Leverage cloud services: Use scalable cloud solutions that can be adjusted based on your performance needs, reducing upfront costs.

  • Implement robust monitoring tools: Continuously monitor network performance to identify and address inefficiencies promptly.

How do you manage the balance between cost and performance in your network solutions? Share your strategies.

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Systems Engineering

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You're tasked with optimizing scalable network solutions. How do you balance cost and performance?

In systems engineering, optimizing scalable network solutions while balancing cost and performance is crucial for sustainable growth. Here's how to achieve this balance:

  • Evaluate current needs and future growth: Assess your network's current demands and anticipated growth to avoid over or under-provisioning.

  • Leverage cloud services: Use scalable cloud solutions that can be adjusted based on your performance needs, reducing upfront costs.

  • Implement robust monitoring tools: Continuously monitor network performance to identify and address inefficiencies promptly.

How do you manage the balance between cost and performance in your network solutions? Share your strategies.

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13 answers
  • Contributor profile photo
    Contributor profile photo
    Victor Fernandes

    Senior Software Engineer | Full Stack Developer | Ruby on Rails | React.js | Node.js | AWS

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    Balancing cost and performance in scalable network solutions starts with understanding your workload. Focus on optimizing for the majority of use cases rather than rare edge cases. Use autoscaling to handle spikes, ensuring you only pay for what you need. Leverage CDNs and caching to reduce network strain while improving speed. Choose cost-effective cloud providers or hybrid setups for flexibility. Regularly monitor performance metrics and refine based on real data. It’s all about finding that sweet spot where performance meets cost efficiency without overengineering.

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    Mohamed Rasvi

    Staff Platform Engineer | Staff Cloud Engineer | Terraform | MLOps | Google Cloud | Kubernetes | observability | AI Infrastructure | Cloud Architect

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    Traffic Analysis: Understand current traffic patterns, peak loads, and future growth to determine capacity requirements. Scalability Requirements: Estimate how quickly the network will need to scale and the flexibility required for growth. Performance Monitoring: Implement real-time network monitoring tools to track performance metrics and detect inefficiencies. Cost-Performance Review: Regularly review network costs vs. performance to identify areas for optimization, such as moving to more cost-effective service providers or upgrading specific components

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    1
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    Torsten Rueter

    Product Leader & Technologist | Advisor | Impact in Africa | Experience in 7 countries on 3 continents in scale-ups to large corporates

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    First analyse current network performance and utilisation to establish a baseline. Then develop a model to forecast demand and new needs - considering the organisation’s growth plans, potential changes in business model (eg more or fewer locations), and planning for several scenario (eg low end, high end and multiple ‘middle’ scenarios). With these data you design multiple potential target architectures (considering modern and evolving technical approaches such as software-defined networking, open source based hardware (eg RAN), and moving more services to cloud or managed services). The key goal is to select a target architecture that is flexible yet not over-specified and costing more capex to implement and opex to run than necessary.

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    1
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    Nitin Kumar

    Lead Developer at Delta Airlines l Ex Microsoft l Ex Oracle l Distributed System | DSA | AWS | Micro services | NIT Raipur

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    To balance cost and performance in network solutions, leverage AI-driven adaptive resource allocation. Use machine learning to analyze traffic patterns and predict peak usage, enabling optimized resource distribution. Deploy dynamic load balancers to redistribute traffic efficiently, ensuring performance without over-provisioning. Implement tiered service levels, prioritizing critical operations for high-performance resources while using cost-effective infrastructure for non-critical tasks. Adopt cost-aware scaling policies to balance performance and budget constraints. A hybrid cloud approach combines predictable workloads on-premises with cloud resources for spikes, ensuring scalability and cost efficiency.

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    1
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    Mohammed Bhram محمد بهرام

    Technical Manager – R&D Department

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    Through WBS It's very important to plan project time cost and scope All your company technical engineers , sales and implementation team should attend this meeting to design the WBS and your task as project manager to keep the team working as per WBS plan

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    1
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    Dr. Sandipan Prasad Chakravarty

    Flight control loop development, Engine performance analysis, Flight simulator integration, s-function development, MIL, SIL @TASL, Robust control design, QFT, Decentralised and centralized control Design @NIT Silchar

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    1. Proactive monitoring and performance optimization. 2. Bandwidth management and traffic shaping. 3. Network visualisation and SDN 4. Cloud based network services

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    1
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    Shahbaz Hassan

    Electronics Engineer l Squadron Leader (R) l Military Veteran | Pakistan Air Force l Electronic Warfare Officer I System Engineering Consultant | Agile Project Specialist

    • Report contribution

    The trade-off between network optimization and cost is a daunting task. We can never compromise on the user experience as well as the requirement for decreasing the costs can also not be overlooked. I have a following approach to the problem:- 1. Analyze the actual user requirement of the outbound traffic of the users and planning the network to suffice for that. 2. Applying out of the box solutions, such as using caching servers to reduce the outbound traffic and improve the user experience. 3. Plan for the future growth and data requirements by maintaining close liaison with the user. 4. Implement QoS methodology for better user experience to the critical users

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    Ebrahim Rohani

    Senior Expert Linux Sys Admin/Consultant

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    Optimizing scalable network solutions involves a careful balance of cost and performance through strategic planning, advanced technologies, and ongoing evaluation. By leveraging cloud infrastructure, optimizing network design, and embracing automation, businesses can achieve a network that scales efficiently while maintaining high performance and managing costs effectively. This balanced approach not only meets current demands but also prepares for future growth, ensuring sustainable success.

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    Troy H.

    Maxcess Technical Service Engineer - OKC

    • Report contribution

    When we break down costs, high-end hardware add-ons often stand out but sometimes add little value. We can show how each feature impacts the overall cost by isolating these outliers and empowering clients to make informed decisions. If they opt for these features, they have solid data explaining the project's cost, offering a clear choice to accept or decline a lower-priced option. This approach identifies the cost per feature and opens avenues to achieve the same functionality at a lower price or with better integration. This methodology applies to any project, from planning a party to refining sales pitches.

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