{"id":14448,"date":"2023-10-27T01:32:33","date_gmt":"2023-10-27T05:32:33","guid":{"rendered":"https:\/\/ptp.cloud\/?p=14448"},"modified":"2025-08-12T03:36:49","modified_gmt":"2025-08-12T07:36:49","slug":"how-terraform-on-aws-streamlined-data-pipelines-and-enhanced-research-validation","status":"publish","type":"post","link":"https:\/\/ptp.cloud\/how-terraform-on-aws-streamlined-data-pipelines-and-enhanced-research-validation\/","title":{"rendered":"How Terraform on AWS Streamlined Data Pipelines and Enhanced Research Validation"},"content":{"rendered":"[et_pb_section fb_built=”1″ custom_padding_last_edited=”on|tablet” admin_label=”Section” _builder_version=”4.27.4″ _module_preset=”default” background_color=”#3e489d” background_image=”https:\/\/ptp.cloud\/wp-content\/uploads\/2024\/10\/Square-Pattern-Hero-Background.png” custom_padding=”5px||||false|false” custom_padding_tablet=”40px||40px||true|false” custom_padding_phone=”40px||40px||true|false” da_disable_devices=”off|off|off” locked=”off” global_colors_info=”{}” da_is_popup=”off” da_exit_intent=”off” da_has_close=”on” da_alt_close=”off” da_dark_close=”off” da_not_modal=”on” da_is_singular=”off” da_with_loader=”off” da_has_shadow=”on”][et_pb_row column_structure=”2_3,1_3″ make_equal=”on” _builder_version=”4.27.4″ _module_preset=”default” width=”85%” max_width=”1380px” custom_padding=”63px||1px|||” global_colors_info=”{}”][et_pb_column type=”2_3″ module_class=”col-vert-cent” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_heading title=”How Terraform on AWS Streamlined Data Pipelines and Enhanced Research Validation” _builder_version=”4.27.4″ _module_preset=”default” title_font=”–et_global_heading_font|700|||||||” title_text_color=”#ffffff” title_font_size=”3.5rem” title_line_height=”1.2em” max_width_tablet=”620px” max_width_phone=”620px” max_width_last_edited=”on|tablet” custom_padding=”40px||||false|false” global_colors_info=”{}”][\/et_pb_heading][\/et_pb_column][et_pb_column type=”1_3″ module_class=”col-vert-cent” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_image src=”https:\/\/ptp.cloud\/wp-content\/uploads\/2024\/10\/PTP-Hero-Section-Goat-Illustration-min.png” alt=”Illustration of Goat working on servers leading data to the cloud and to a proved treatment” title_text=”PTP Hero Section Goat Illustration” align=”center” disabled_on=”on|off|off” _builder_version=”4.27.4″ _module_preset=”default” max_width_tablet=”75%” max_width_phone=”75%” max_width_last_edited=”on|tablet” custom_padding=”25px||25px||true|false” global_colors_info=”{}”][\/et_pb_image][\/et_pb_column][\/et_pb_row][et_pb_row make_equal=”on” _builder_version=”4.27.4″ _module_preset=”default” width=”85%” max_width=”1380px” custom_margin=”|auto|29px|auto||” global_colors_info=”{}”][et_pb_column type=”4_4″ module_class=”col-vert-cent” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font|300|||||||” text_text_color=”#ffffff” text_font_size=”1.5rem” text_line_height=”2.1rem” max_width_tablet=”620px” max_width_phone=”620px” max_width_last_edited=”on|tablet” global_colors_info=”{}”]\n

Operating in the high-stakes field of biotechnology, this life sciences client focuses on breakthrough research and innovation. For early-stage startups in this space, efficient data management and transparency are paramount, as research validation and securing funding are critical to success. <\/span><\/p>\n

In 2023, escalating scrutiny and growing pressure to deliver results pushed the client to prioritize building reliable, automated, and transparent data pipelines.<\/span><\/p>\n[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ admin_label=”section” _builder_version=”4.16″ custom_padding=”32px||1px|||” da_disable_devices=”off|off|off” locked=”off” global_colors_info=”{}” da_is_popup=”off” da_exit_intent=”off” da_has_close=”on” da_alt_close=”off” da_dark_close=”off” da_not_modal=”on” da_is_singular=”off” da_with_loader=”off” da_has_shadow=”on”][et_pb_row column_structure=”3_4,1_4″ _builder_version=”4.27.4″ _module_preset=”default” custom_padding=”24px||3px|||” locked=”off” global_colors_info=”{}”][et_pb_column type=”3_4″ module_class=”col-vert-cent” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font|300|||||||” text_text_color=”gcid-secondary-color” text_font_size=”28px” text_line_height=”2.3rem” custom_margin=”||7px|||” text_font_size_tablet=”28px” text_font_size_phone=”24px” text_font_size_last_edited=”on|phone” global_colors_info=”{%22gcid-secondary-color%22:%91%22text_text_color%22,%22text_text_color%22,%22text_text_color%22%93}”]\n

The Challenge<\/strong><\/span><\/h2>\n

<\/span><\/p>\n

The biotechnology industry faces unique challenges, including:<\/span>\u00a0<\/p>\n[\/et_pb_text][\/et_pb_column][et_pb_column type=”1_4″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_image src=”https:\/\/ptp.cloud\/wp-content\/uploads\/2024\/06\/terraform-company-logo.png” alt=”Terraform company logo featuring a geometric purple cube next to the brand name.” title_text=”terraform company logo” url=”https:\/\/www.terraform.io\/” url_new_window=”on” show_bottom_space=”off” _builder_version=”4.27.4″ _module_preset=”default” custom_margin=”-18px||||false|false” custom_padding=”0px|||||” global_colors_info=”{}”][\/et_pb_image][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=”4.27.4″ _module_preset=”default” custom_padding=”0px||3px|||” locked=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ module_class=”col-vert-cent” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font|300|||||||” text_text_color=”gcid-secondary-color” text_font_size=”28px” text_line_height=”2.3rem” custom_margin=”||7px|||” text_font_size_tablet=”28px” text_font_size_phone=”24px” text_font_size_last_edited=”on|phone” global_colors_info=”{%22gcid-secondary-color%22:%91%22text_text_color%22,%22text_text_color%22,%22text_text_color%22%93}”]\n

Data Authenticity<\/strong>
Ensuring the integrity of research data to withstand scrutiny.<\/span><\/p>\n

Operational Efficiency<\/strong>
Creating automated workflows to save time and reduce human error.
<\/span>
Cost Optimization<\/strong>
Managing cloud costs while scaling operations effectively.<\/span><\/p>\n

The client sought a solution to streamline and automate mission-critical data pipelines while enhancing research validation. Achieving these goals required integrating advanced scientific workflow systems with a robust cloud infrastructure.<\/span><\/p>\n[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=”4.27.4″ _module_preset=”default” custom_padding=”24px|||||” locked=”off” global_colors_info=”{}”][et_pb_column type=”4_4″ module_class=”col-vert-cent” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font|300|||||||” text_text_color=”gcid-secondary-color” text_font_size=”28px” text_line_height=”2.3rem” custom_margin=”-9px||7px|||” text_font_size_tablet=”28px” text_font_size_phone=”24px” text_font_size_last_edited=”on|phone” global_colors_info=”{%22gcid-secondary-color%22:%91%22text_text_color%22,%22text_text_color%22,%22text_text_color%22%93}”][\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ custom_padding_last_edited=”on|tablet” next_background_color=”#ffffff” admin_label=”Section” _builder_version=”4.27.4″ _module_preset=”default” background_color=”#3e489d” background_image=”https:\/\/ptp.cloud\/wp-content\/uploads\/2024\/10\/Square-Pattern-Hero-Background.png” custom_padding=”||52px||false|false” custom_padding_tablet=”40px||40px||true|false” custom_padding_phone=”40px||40px||true|false” bottom_divider_style=”arrow” bottom_divider_height=”83px” da_disable_devices=”off|off|off” locked=”off” global_colors_info=”{}” da_is_popup=”off” da_exit_intent=”off” da_has_close=”on” da_alt_close=”off” da_dark_close=”off” da_not_modal=”on” da_is_singular=”off” da_with_loader=”off” da_has_shadow=”on”][et_pb_row make_equal=”on” _builder_version=”4.27.4″ _module_preset=”default” width=”85%” max_width=”1380px” custom_padding=”42px||42px||true|” global_colors_info=”{}”][et_pb_column type=”4_4″ module_class=”col-vert-cent” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font||||||||” text_text_color=”gcid-secondary-color” text_font_size=”28px” text_line_height=”2rem” custom_margin=”||0px||false|false” custom_padding=”||16px|||” text_font_size_tablet=”28px” text_font_size_phone=”24px” text_font_size_last_edited=”on|phone” global_colors_info=”{%22gcid-secondary-color%22:%91%22text_text_color%22%93}”]\n

The Solution<\/strong><\/span>\u00a0<\/h2>\n[\/et_pb_text][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font|300|||||||” text_text_color=”#FFFFFF” text_font_size=”28px” text_line_height=”2.3rem” custom_margin=”||0px|||” text_font_size_tablet=”28px” text_font_size_phone=”24px” text_font_size_last_edited=”on|phone” global_colors_info=”{}”]\n

PTP, leveraging Amazon Web Services (AWS)<\/a> and Terraform<\/a>, collaborated with the client to design a cutting-edge solution:<\/span><\/p>\n

<\/span>AWS Well-Architected Review<\/strong><\/a><\/span>
Conducted a thorough review to understand the client\u2019s existing pipelines and workflows.<\/span><\/p>\n

Nextflow<\/a><\/span> Integration
<\/strong>Used Nextflow to programmatically link multiple scientific software tools (e.g., <\/span>Cell Ranger<\/a>, <\/span>Seurat<\/a>, Picard, Star Aligner) with AWS resources, including <\/span>EC2<\/a>, <\/span>ELB<\/a>, <\/span>Auto Scaling<\/a>, <\/span>Lambda<\/a>, and <\/span>Fargate<\/a>.<\/span><\/p>\n

Service Catalog Implementation
<\/strong>Created controlled, repeatable compute environments using <\/span>EC2 Image Builder<\/a> and <\/span>AWS Service Catalog<\/a>. This enabled research teams to independently launch pipelines securely and efficiently.<\/span><\/p>\n

Terraform Templates
<\/strong>Automated infrastructure deployment using Terraform templates, ensuring version control through <\/span>AWS CodeCommit<\/a>. Updates to components (e.g., software upgrades) triggered automatic redeployments.<\/span><\/p>\n

Cost Optimization
<\/strong>Integrated AWS CloudWatch<\/a>, SQS<\/a>, and Lambda to monitor and terminate idle resources, reducing unnecessary expenses.<\/span><\/p>\n

This comprehensive approach transformed the client\u2019s research process into an automated, repeatable, and adjustable workflow.<\/span><\/p>\n

\n

 <\/p>\n<\/div>\n[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=”1″ admin_label=”section” _builder_version=”4.16″ custom_padding=”32px||1px|||” da_disable_devices=”off|off|off” locked=”off” global_colors_info=”{}” da_is_popup=”off” da_exit_intent=”off” da_has_close=”on” da_alt_close=”off” da_dark_close=”off” da_not_modal=”on” da_is_singular=”off” da_with_loader=”off” da_has_shadow=”on”][et_pb_row make_equal=”on” _builder_version=”4.27.4″ _module_preset=”default” width=”85%” max_width=”1380px” custom_margin=”36px|auto||auto||” custom_padding=”2px||42px|||” global_colors_info=”{}”][et_pb_column type=”4_4″ _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font|300|||||||” text_text_color=”gcid-secondary-color” text_font_size=”28px” text_line_height=”2rem” custom_margin=”||3px|||” custom_padding=”||11px|||” text_font_size_tablet=”28px” text_font_size_phone=”24px” text_font_size_last_edited=”on|phone” global_colors_info=”{%22gcid-secondary-color%22:%91%22text_text_color%22%93}”]\n

\"Detailed<\/strong><\/span><\/h2>\n

Fig 1. Terraform and Service Catalog Automation for Life Sciences Data Pipelines on AWS.<\/span><\/span><\/em><\/p>\n

<\/strong><\/span><\/h2>\n

<\/span><\/p>\n

<\/span><\/p>\n

<\/span><\/p>\n

<\/strong><\/span><\/h2>\n

<\/strong><\/span><\/h2>\n

The Outcome<\/strong><\/span><\/h2>\n[\/et_pb_text][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font|300|||||||” text_text_color=”rgba(0,0,0,0.66)” text_font_size=”28px” text_line_height=”2.3rem” custom_padding=”21px|25px|21px|25px|true|true” text_font_size_tablet=”28px” text_font_size_phone=”24px” text_font_size_last_edited=”on|phone” border_radii=”on|2px|2px|2px|2px” border_width_all=”1px” global_colors_info=”{}”]\n

Research Validation
<\/strong>Streamlined pipelines improved the transparency and reliability of research data.<\/span><\/p>\n

Operational Efficiency
<\/strong>Automated workflows reduced human error and accelerated research timelines.<\/span><\/span>\u00a0<\/p>\n

Cost Savings
<\/strong>Dynamic resource management cut unnecessary cloud costs through automation.<\/span><\/span>\u00a0<\/p>\n

Scalability
<\/strong>The infrastructure now supports future growth with minimal manual intervention.<\/span><\/span>\u00a0<\/p>\n

Enhanced Security
<\/strong>Governance policies and AWS Managed AD ensured compliance and protected sensitive data.<\/span><\/p>\n

<\/span><\/p>\n[\/et_pb_text][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”–et_global_heading_font|300|||||||” text_text_color=”#000000″ text_font_size=”28px” text_line_height=”2.3rem” custom_padding=”||0px|||” text_font_size_tablet=”28px” text_font_size_phone=”24px” text_font_size_last_edited=”on|phone” global_colors_info=”{}”]PTP\u2019s thoughtful engineering approach enabled the client to avoid common data-related pitfalls, enhancing their ability to deliver life-changing treatments to patients.<\/span><\/p>\n

\"Complex<\/span><\/p>\n

Fig 2. Terraform and AWS Service Catalog Deployment for Automated Life Sciences Workflows.<\/span><\/em><\/span><\/p>\n

<\/span>[\/et_pb_text][et_pb_divider _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][\/et_pb_divider][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=”1_2,1_2″ module_class=”vert-cent” _builder_version=”4.27.4″ _module_preset=”default” width=”85%” max_width=”1380px” custom_margin=”0px||0px||false|false” custom_padding=”0px||0px||false|false” locked=”off” global_colors_info=”{}”][et_pb_column type=”1_2″ module_id=”contact” _builder_version=”4.27.4″ _module_preset=”default” global_colors_info=”{}”][et_pb_image src=”https:\/\/ptp.cloud\/wp-content\/uploads\/2024\/12\/Graphs-Isometric-Contained-Icon.png” alt=”Graphs Isometric Contained Icon” title_text=”Graphs Isometric Contained Icon” show_bottom_space=”off” disabled_on=”on|off|off” _builder_version=”4.27.4″ _module_preset=”default” width_tablet=”200px” width_phone=”150px” width_last_edited=”on|phone” custom_margin=”|||-20px|false|false” global_colors_info=”{}”][\/et_pb_image][et_pb_heading title=”Ready to Automate and Optimize Your Workflows?” _builder_version=”4.27.4″ _module_preset=”default” title_level=”h2″ title_font=”–et_global_heading_font|600|||||||” title_text_align=”left” title_text_color=”gcid-0e52a8f4-5dfd-4102-9f40-fd354ef9edd5″ title_font_size=”2.88rem” title_line_height=”1.2em” max_width_tablet=”100%” max_width_phone=”300px” max_width_last_edited=”on|phone” custom_margin=”15px||5px||false|false” locked=”off” global_colors_info=”{%22gcid-0e52a8f4-5dfd-4102-9f40-fd354ef9edd5%22:%91%22title_text_color%22%93}”][\/et_pb_heading][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”Ubuntu||||||||” text_text_color=”#000000″ text_font_size=”1.25rem” text_line_height=”1.75rem” max_width=”620px” locked=”off” global_colors_info=”{}”]\n

<\/h4>\n

PTP\u2019s expertise in AWS CloudOps and DevOps can help your organization build efficient, scalable, and cost-effective workflows. Learn More about PTP’s CloudOps Service for Accelerating Science on AWS.<\/span><\/p>\n

<\/span><\/p>\n[\/et_pb_text][et_pb_button button_url=”https:\/\/aws.amazon.com\/marketplace\/pp\/prodview-it7fjq6rqix74?sr=0-15&ref_=beagle&applicationId=AWSMPContessa” url_new_window=”on” button_text=”PTP CloudOps Service at AWS” button_alignment=”left” _builder_version=”4.27.4″ _module_preset=”default” custom_button=”on” button_text_size=”18px” button_text_color=”#ffffff” button_bg_color=”gcid-primary-color” button_border_width=”0px” button_border_radius=”50px” button_font=”Ubuntu|500|||||||” button_use_icon=”off” custom_padding=”0.8rem|1.8rem|0.8rem|1.8rem|true|true” button_text_size_tablet=”1rem” button_text_size_phone=”1rem” button_text_size_last_edited=”on|tablet” locked=”off” global_colors_info=”{%22gcid-primary-color%22:%91%22button_bg_color%22%93,%22gcid-4a2771a4-2bac-479e-b2cf-583957402471%22:%91%22button_bg_color__hover%22%93}” button_bg_color__hover=”#0c71c3″ button_bg_color__hover_enabled=”on|desktop”][\/et_pb_button][\/et_pb_column][et_pb_column type=”1_2″ _builder_version=”4.27.4″ _module_preset=”default” background_color=”#2f348d” custom_padding=”60px|60px|25px|60px|false|true” custom_padding_tablet=”60px|60px|25px|60px|false|true” custom_padding_phone=”30px|30px|0px|30px|false|true” custom_padding_last_edited=”on|tablet” border_radii=”on|10px|10px|10px|10px” global_colors_info=”{}”][et_pb_text _builder_version=”4.27.4″ _module_preset=”default” text_font=”Ubuntu||||||||” text_text_color=”#FFFFFF” text_font_size=”18px” text_line_height=”1.4em” header_2_font=”Ubuntu|500|||||||” header_2_text_color=”#FFFFFF” header_2_font_size=”38px” header_2_line_height=”1.2em” global_colors_info=”{}”]\n

Let us help you unlock your potential.<\/strong><\/h2>\n

Contact us today to learn how we can transform your research operations and drive innovation.<\/span><\/p>\n[\/et_pb_text][et_pb_code _builder_version=”4.27.4″ _module_preset=”default” hover_enabled=”0″ global_colors_info=”{}” sticky_enabled=”0″]

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