# How to Use the Low-Cost Airline Model to Handle Urgent Production Issues in Entertainment SaaS (1/40)
An entertainment SaaS multinational running DSDM with multiple teams of fifty-plus people has a problem with urgent production issues. The company provides a streaming platform for independent film distributors. The platform handles content ingestion, transcoding, digital rights management, content delivery, subscriber management, and analytics. The company has been around for eleven years and has eight hundred employees (2/40)
. The product development organization has sixty-four people across eight feature teams of seven to eight people each. (3/40)
The urgent production issues are handled poorly. The handling is slow, chaotic, and inconsistent. When a production issue occurs, the on-call engineer receives a PagerDuty alert, investigates, identifies the affected component, and contacts the team that owns it. That team is not always available. They might be in a different time zone, in a sprint planning session, or offline. The on-call engineer waits. The waiting causes delays, and the delays cause customer impact. (4/40)
Last month, a transcoding failure occurred at 2:00 AM Eastern time. The failure affected all new content uploads. Independent film distributors could not upload new films. The on-call engineer received the alert at 2:05 AM, identified the transcoding service as the affected component, and contacted Team Three in London, where it was 7:05 AM. Team Three was in sprint planning and did not respond for forty-five minutes. The issue was resolved at 3:30 AM Eastern time (5/40)

. Total time from alert to resolution was eighty-five minutes, with forty-five minutes caused by the team handoff. During that window, fourteen film distributors attempted uploads. All fourteen failed. Three escalated to account management. Two threatened to switch to a competitor.

The urgent production issues must be handled faster. (6/40)

Herb Kelleher built Southwest Airlines on the low-cost airline model. The model was simple. Kelleher realized the biggest cost in airlines was turnaround time, the time an airplane spends on the ground between flights. The longer the plane sits, the more money the airline loses. The plane only makes money when it is flying.

Kelleher attacked the turnaround time. The industry standard was sixty minutes. He reduced it to fifteen. He did it through three principles. (7/40)

First, every employee does every job. Pilots helped load baggage. Flight attendants cleaned the cabin. Gate agents refueled the plane. Job boundaries were eliminated, and with them went the handoff delays.

Second, every decision is made at the lowest level. A gate agent does not need approval from a manager. The decision is made fast, and the waiting disappears. (8/40)

Third, every process is standardized. Boarding is the same at every gate. Cleaning is the same on every plane. Refueling is the same at every airport. Variation is eliminated.

These three principles made Southwest profitable. Kelleher applied the same thinking to crisis management. When a flight was delayed, the gate agent did not wait for instructions from headquarters. The decision was made at the lowest level, fast, minimizing the delay and the customer impact. (9/40)

For an entertainment SaaS multinational, the urgent production issue problem is the same. The issues are handled slowly because of handoff delays caused by job boundaries. Kelleher's model says: eliminate job boundaries, make decisions at the lowest level, and standardize the process. Handoff delays disappear. Waiting disappears. Variation disappears. Resolution time drops, and customer impact drops with it.

## The Core Principle (10/40)

Kelleher's low-cost airline model was built on a simple insight. The best way to handle urgent issues is to eliminate handoff delays by removing job boundaries, making decisions at the lowest level, and standardizing the process. He eliminated the handoff between the ground crew and the cleaning crew by having every employee do every job. Turnaround time went from sixty minutes to fifteen. (11/40)

For an entertainment SaaS multinational, the urgent production issue problem is the same. Issues are handled slowly because of handoff delays between the on-call engineer and the component team. Kelleher's model says to eliminate the handoff. Let the on-call engineer fix the issue directly. The delay disappears, resolution time drops, and customer impact drops.

## Four Steps to Apply the Low-Cost Airline Model (12/40)

1. Map the Current Incident Response Process and Identify Every Handoff Point

Kelleher mapped the aircraft turnaround process in 1971. The mapping identified six handoff points between the ground crew, the cleaning crew, the refueling crew, the catering crew, the boarding gate, the flight crew, and air traffic control. Those six handoff points were the source of delay. Mapping them created a target: eliminate them. (13/40)

Your team should map the current incident response process and identify every handoff point with the same discipline. For an entertainment SaaS multinational, the mapping might look like this. The engineering manager leads a two-hour session with all eight team leads (14/40)
. The session maps the current seven-step process: PagerDuty alert fires, on-call engineer acknowledges, investigates, identifies the affected component, contacts the component team, component team responds, component team resolves the issue. (15/40)
The mapping identifies three handoff points. Handoff one is the communication handoff when the on-call engineer contacts the component team and must explain the issue. That takes time. Handoff two is the availability handoff when the component team must respond. If they are in a meeting, the response is delayed. Handoff three is the knowledge handoff when the component team must understand the issue. If the explanation was unclear, follow-up questions add more delay. (16/40)

Three handoff points identified. Three targets for elimination.

For a DSDM team of fifty-plus, the mapping should happen in one session of no more than two hours and identify at least three handoff points. For DSDM, this should be part of the feasibility study.

2. Cross-Train Every On-Call Engineer on Every Component So They Can Fix Issues Directly (17/40)

Kelleher cross-trained every Southwest employee on every job. Pilots loaded baggage. Flight attendants cleaned the cabin. Gate agents refueled the plane. Cross-training eliminated job boundaries, and job boundaries were the biggest source of handoff delays.

Your team should cross-train every on-call engineer on every component so they can fix issues directly. For an entertainment SaaS multinational, the cross-training program has four phases. (18/40)

Phase one is a component inventory. The engineering manager lists all eight components: content ingestion, transcoding, digital rights management, content delivery, subscriber management, analytics, payment processing, and search and recommendation. (19/40)

Phase two is knowledge transfer. Each team creates a runbook for their component covering architecture overview, common failure modes, diagnostic steps, fix procedures, and escalation criteria. The runbooks are stored in a shared repository accessible to all on-call engineers.

Phase three is hands-on training. Every on-call engineer completes a two-hour training session for each component, covering the runbook and including a simulated incident they must diagnose and fix. (20/40)

Phase four is certification. Every on-call engineer passes a certification test for each component by diagnosing and fixing a simulated incident within thirty minutes. Certification is valid for six months and must be renewed.

With cross-training complete, every on-call engineer can handle every component. Job boundaries are gone, and handoff delays are gone with them. (21/40)

Consider the transcoding failure from last month. In the old process, the on-call engineer would have contacted Team Three, waited three minutes for contact and thirty minutes for a response. That is thirty-three minutes of handoff delay. In the new process, the on-call engineer opens the transcoding runbook, checks the message queue, finds it full, and restarts the queue worker. The restart takes two minutes. The issue is resolved at 2:15 AM (22/40)

. Total time from alert to resolution is ten minutes with zero handoff delay. Resolution time drops from eighty-five minutes to ten.

For a DSDM team of fifty-plus, every on-call engineer should be cross-trained on every component with a runbook, hands-on training, and certification. For DSDM, this should be part of the development phase.

3. Empower the On-Call Engineer to Make All Decisions Without Escalation (23/40)

Kelleher empowered every gate agent to make decisions without escalation. A gate agent rebooking a passenger did not need manager approval. The rebooking took thirty seconds instead of twenty minutes of waiting. (24/40)
You should empower the on-call engineer to make all decisions without escalation. For an entertainment SaaS multinational, the engineering manager creates a decision matrix with three levels. Level one means the on-call engineer can decide without escalation. Level two means the on-call engineer must notify the team lead after deciding. Level three means the on-call engineer must get engineering manager approval first. (25/40)
The matrix covers five decision types. Restarting a service is level one. Rolling back a deployment is level one. Scaling up resources is level two. Modifying a database record is level two. Changing a production configuration is level three. The matrix is published and stored in the shared repository. (26/40)
Empowerment eliminates escalation delays. Consider a CDN issue that occurred at 4:00 AM Eastern time. The CDN was returning 500 errors for all video streams. The on-call engineer discovered a bad configuration change from a recent deployment and decided to roll it back. In the old process, the engineer would have contacted the component team, who would have contacted the engineering manager for approval. That approval would have taken twenty minutes (27/40)

. In the new process, the rollback happens immediately. It takes three minutes. The issue is resolved at 4:10 AM. Total time is seven minutes with zero escalation delay.

For a DSDM team of fifty-plus, every on-call engineer should be empowered to make level one decisions without escalation. The decision matrix should be documented and visible to everyone. For DSDM, this should be part of the deployment phase.

4. Standardize the Incident Response Process Using a Single Playbook (28/40)

Kelleher standardized the aircraft turnaround process. Boarding was the same at every gate. Cleaning was the same on every plane. Refueling was the same at every airport. Standardization eliminated variation, and variation was the third biggest source of turnaround time.

You should standardize the incident response process using a single playbook that every team follows. For an entertainment SaaS multinational, the playbook has six phases. (29/40)

Phase one is alert. The PagerDuty alert fires and the on-call engineer acknowledges it within two minutes. Phase two is triage. The engineer assesses severity: critical means the platform is down, high means a core feature is broken, medium means a non-core feature is broken, low means a cosmetic issue. Phase three is investigate. The engineer follows the component runbook's numbered diagnostic steps in order. Phase four is fix (30/40)
. The engineer applies the runbook's numbered fix procedure in order. Phase five is verify. The engineer uses a standard checklist: the alert is resolved, the service is responding, the error rate is below one percent, latency is within normal range, and customer-facing functionality is working. Phase six is document. The engineer creates an incident report using a standard template covering incident summary, timeline, root cause, fix applied, customer impact, and action items. (31/40)

The playbook is published, visible, and stored in the shared repository. Standardization eliminates variation.

When two incidents occur on the same day, a transcoding failure and a CDN configuration error, both are handled using the same playbook. Consistency eliminates variation, and resolution time drops. (32/40)

For a DSDM team of fifty-plus, the incident response process should be standardized using a single playbook with no more than six phases, visible to everyone. For DSDM, the playbook should be part of the deployment phase.

## Closing on Direct Over Handed Off (33/40)

Herb Kelleher did not build Southwest Airlines by having the ground crew hand off to the cleaning crew, the cleaning crew hand off to the refueling crew, the refueling crew hand off to the catering crew, and waiting for each handoff to complete before the next step could start (34/40)
. He built it by mapping the turnaround process and identifying six handoff points, cross-training every employee on every job so handoff delays were eliminated, empowering every gate agent to make decisions without escalation, and standardizing the process so variation was eliminated. (35/40)
For an entertainment SaaS multinational running DSDM with multiple teams of fifty-plus people, handling urgent production issues requires the same model. Map the incident response process and identify the three handoff points: the communication handoff, the availability handoff, and the knowledge handoff (36/40)
. Cross-train every on-call engineer on every component with runbooks, hands-on training, and certification so the engineer who gets the transcoding alert at 2:05 AM opens the runbook, checks the queue, restarts the worker, and resolves the issue at 2:15 AM instead of waiting thirty-three minutes. Empower the on-call engineer to make level one decisions without escalation using a decision matrix so a CDN rollback at 4:00 AM takes three minutes instead of twenty (37/40)
. Standardize the process using a single six-phase playbook so every incident is handled consistently. (38/40)
Start by having your engineering manager lead a two-hour incident response mapping session with all eight team leads this week. Then create the cross-training program, the decision matrix, and the standardized playbook over the next two weeks. Your eight-hundred-employee company can reduce average incident resolution time from eighty-five minutes to twelve within one month (39/40)

. Because the lesson from a low-cost airline pioneer is straightforward: the best way to handle urgent issues is to stop handing them off and start fixing them directly.

#IncidentResponse #DevOps #SRE #SiteReliability #Agile #DSDM #SaaS #ProductionEngineering #OnCall #TechLeadership (40/40)