Targeted Drug Combinations for Advanced Lung Cancer

Inclusion Criteria: * Patients must meet all SCREENING/PRE-SCREENING and SUB-STUDY REGISTRATION COMMON ELIGIBILITY CRITERIA as specified in S1400: Phase II/III Biomarker-Driven Master Protocol for Previously Treated Squamous Cell Lung Cancer (Lung-Map) * Participants must have been assigned to S1900G by the Southwest Oncology Group (SWOG) Statistics and Data Management Center (SDMC). Assignment to S1900G is determined by the LUNGMAP protocol * Participants must have documentation of NSCLC with a sensitizing EGFR mutation and have radiologically or clinically progressed (in the opinion of the treating physician) on osimertinib, alone or in combination with other agent(s), as their most recent line of therapy. Any number of prior lines of therapy is allowed * Participants must have a MET amplification determined by tissue-based or blood-based (circulating tumor DNA \[ctDNA\]) next generation sequencing (NGS) assay. MET amplifications may have been determined based on tissue submitted for testing by Foundation Medicine Inc (FMI) through the LUNGMAP screening protocol or using test results completed outside of the study. Tissue or blood must be obtained after disease progression on osimertinib (alone or in combination with another agent\[s\]). The testing must be done within a laboratory with Clinical Laboratory Improvement Act (CLIA), International Organization for Standardization (ISO)/Independent Ethics Committee (IEC), College of American Pathologists (CAP), or similar certification * Note: Participants previously tested for and determined to have MET amplified NSCLC, at the time of progression on osimertinib, outside of LUNGMAP, must also submit tissue for central FMI testing on the LUNGMAP screening protocol, if available * Participants must have either measurable disease or non-measurable disease documented by CT or MRI. The CT from a combined PET/CT may be used to document only non-measurable disease unless it is of diagnostic quality. Measurable disease must be assessed within 28 days prior to sub-study randomization. Non-measurable disease must be assessed within 42 days prior to sub-study randomization. All known sites of disease must be assessed and documented on the Baseline Tumor Assessment Form. Participants whose only measurable disease is within a previous radiation therapy port must demonstrate clearly progressive disease (in the opinion of the treating investigator) prior to sub-study randomization to be considered measurable * Participants must have a CT with contrast or MRI scan of the brain to evaluate for central nervous system (CNS) disease within 42 days prior to sub-study randomization * Participants with symptomatic CNS metastasis (brain metastases or leptomeningeal disease) must be neurologically stable and have a stable or decreasing corticosteroid requirement for at least 5 days before sub-study randomization * Participants must have recovered (=\< grade 1) from any side effects of prior therapy, except for alopecia and vitiligo * Participants must be able to swallow tablets whole * Absolute neutrophil count \>= 1.5 x 10\^3/uL (within 28 days prior to sub-study randomization) * Hemoglobin \< 9.0 g/dL (within 28 days prior to sub-study randomization) * Platelets \>= 100 x 10\^3/uL (within 28 days prior to sub-study randomization) * Total bilirubin =\< 1.5 x institutional upper limit of normal (ULN) unless history of Gilbert's disease (within 28 days prior to sub-study randomization). Participants with history of Gilbert's disease must have total bilirubin =\< 5 x institutional ULN * Aspartate aminotransferase (AST) and alanine aminotransferase (ALT) =\< 2.5 x institutional ULN. Participants with history of liver metastasis must have AST =\< 5 x ULN (within 28 days prior to sub-study randomization) * Participants must have a serum creatinine =\< the IULN OR calculated creatinine clearance \>= 50 mL/min using the following Cockcroft-Gault Formula. This specimen must have been drawn and processed within 28 days prior to sub-study randomization * Participants' most recent Zubrod performance status must be 0-1 and be documented within 28 days prior to sub-study randomization * Participants must have an electrocardiogram (ECG) performed, with a Fridericia's Correction Formula (QTcF) =\< 470 msec, within 28 days prior to sub-study randomization. It is suggested that a local cardiologist review the QTcF intervals * Participants must have a completed medical history and physical exam within 28 days prior to sub-study randomization * Participants must have a urinalysis performed 28 days prior to sub-study randomization. Participant must have a urinary protein =\< 1+ on dipstick or routine urinalysis (UA). Random analysis of urine protein with a normal value is sufficient. If urine dipstick or routine analysis indicated proteinuria \>= 2+, then a 24-hour urine is to be collected and demonstrate \< 2000 mg of protein in 24 hours to allow participation in the study * Participants must have an International Normalized Ratio (INR) =\< 1.5 seconds above the institutional upper limit of normal (IULN) (unless receiving anticoagulation therapy) documented within 28 days to sub-study randomization. Participants must have a partial thromboplastin time (PTT) =\< 5 seconds above the 'institutional upper limit of normal (IULN) (unless receiving anticoagulation therapy) documented within 28 days prior to sub-study randomization * Participants with known human immunodeficiency virus (HIV) infection must be on effective anti-retroviral therapy at randomization and have undetectable viral load within 6 months prior to sub-study randomization * Participants must have asymptomatic serum amylase =\< 2 x ULN and serum lipase =\< ULN obtained within 28 days prior to sub-study randomization. Asymptomatic is defined as having no signs and/ or symptoms suggesting pancreatitis or pancreatic injury (e.g. elevated P. amylase, abnormal imaging findings of pancreas, etc.) * Participants must have adequate cardiac function. Participants with known history or current symptoms of cardiac disease, or history of treatment with cardiotoxic agents, must have a clinical risk assessment of cardiac function using the New York Heart Association Functional Classification. To be eligible for this trial, participants must be class 2B or better * Participants must agree to have blood specimens submitted for circulating tumor DNA (ctDNA) * Participants must also be offered participation in specimen banking. With participant consent, specimens must be collected and submitted via the SWOG Specimen Tracking System * Note: As a part of the OPEN registration process the treating institution's identity is provided in order to ensure that the current (within 365 days) date of institutional review board approval for this study has been entered in the system * Participants must be informed of the investigational nature of this study and must sign and give informed consent in accordance with institutional and federal guidelines * Participants with impaired decision-making capacity must not have a neurological or psychological condition that precludes their safe participation in the study (e.g., tracking pill consumption and reporting adverse events to the investigator). For participants with impaired decision-making capabilities, legally authorized representatives may sign and give informed consent on behalf of study participants in accordance with applicable federal, local, and Central Institutional Review Board (CIRB) regulations Exclusion Criteria: * Participants must not have received an anti-VEGF or VEGFR inhibitor or MET inhibitor * Participants must not have received any anti-cancer drug (investigational or standard of care drug, except osimertinib) within 21 days prior to sub-study randomization * Note: osimertinib may continue up to the day prior to study treatment initiation * Participants must not have received any radiation therapy within 14 days prior to sub-study randomization * Participants must not be planning to receive any concurrent chemotherapy, immunotherapy, biologic or hormonal therapy for cancer treatment while receiving treatment on this study * Participants must not have had a major surgery within 14 days prior to sub-study randomization. Participants must have fully recovered from the effects of prior surgery in the opinion of the treating investigator * Participants must not have received a live attenuated vaccination within 28 days prior to sub-study randomization. All COVID-19 vaccines that have received Food and Drug Administration (FDA) approval or FDA emergency use authorization are acceptable * Participants must not have received strong inducers of CYP3A4 (including herbal supplements such as St. John's Wort); CYP3A4 inhibitors; CYP1A2 substrates; P-gp and BCRP substrates; sensitive substrates of MATE1 and MATE2K; or drugs that are known to prolong QT interval within 7 days prior to sub-study registration and must not be planning to use any of these throughout protocol treatment * Participants must not have uncontrolled blood pressure and hypertension within 28 days prior to sub-study randomization * Participants must not have a prior or concurrent malignancy whose natural history or treatment (in the opinion of the treating physician) has the potential to interfere with the safety or efficacy assessment of the investigational regimen * Participants must not be pregnant or breastfeeding (nursing includes breast milk fed to an infant by any means, including from the breast, milk expressed by hand, or pumped). Individuals who are of reproductive potential must have agreed to use an effective contraceptive method with details provided as a part of the consent process. A person who has had menses at any time in the preceding 12 consecutive months or who has semen likely to contain sperm is considered to be of "reproductive potential." In addition to routine contraceptive methods, "effective contraception" also includes refraining from sexual activity that might result in pregnancy and surgery intended to prevent pregnancy (or with a side-effect of pregnancy prevention) including hysterectomy, bilateral oophorectomy, bilateral tubal ligation/occlusion, and vasectomy with testing showing no sperm in the semen